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                "text": "tion is often not easy to parse by machines. There are many",
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          "text": "Tables organize valuable content in a concise and compact representation. This content is extremely valuable for systems such as search engines, Knowledge Graph's, etc, since they enhance their predictive capabilities. Unfortunately, tables come in a large variety of shapes and sizes. Furthermore, they can have complex column/row-header configurations, multiline rows, different variety of separation lines, missing entries, etc. As such, the correct identification of the table-structure from an image is a nontrivial task. In this paper, we present a new table-structure identification model. The latter improves the latest end-toend deep learning model (i.e. encoder-dual-decoder from PubTabNet) in two significant ways. First, we introduce a new object detection decoder for table-cells. In this way, we can obtain the content of the table-cells from programmatic PDF's directly from the PDF source and avoid the training of the custom OCR decoders. This architectural change leads to more accurate table-content extraction and allows us to tackle non-english tables. Second, we replace the LSTM decoders with transformer based decoders. This upgrade improves significantly the previous state-of-the-art tree-editing-distance-score (TEDS) from 91% to 98.5% on simple tables and from 88.7% to 95% on complex tables."
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                "text": "upgrade improves significantly the previous state-of-the-art",
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                "text": "tree-editing-distance-score (TEDS) from 91% to 98.5% on",
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                "text": "simple tables and from 88.7% to 95% on complex tables.",
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          "text": "Tables organize valuable content in a concise and compact representation. This content is extremely valuable for systems such as search engines, Knowledge Graph's, etc, since they enhance their predictive capabilities. Unfortunately, tables come in a large variety of shapes and sizes. Furthermore, they can have complex column/row-header configurations, multiline rows, different variety of separation lines, missing entries, etc. As such, the correct identification of the table-structure from an image is a nontrivial task. In this paper, we present a new table-structure identification model. The latter improves the latest end-toend deep learning model (i.e. encoder-dual-decoder from PubTabNet) in two significant ways. First, we introduce a new object detection decoder for table-cells. In this way, we can obtain the content of the table-cells from programmatic PDF's directly from the PDF source and avoid the training of the custom OCR decoders. This architectural change leads to more accurate table-content extraction and allows us to tackle non-english tables. Second, we replace the LSTM decoders with transformer based decoders. This upgrade improves significantly the previous state-of-the-art tree-editing-distance-score (TEDS) from 91% to 98.5% on simple tables and from 88.7% to 95% on complex tables."
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                "text": "They often summarise quantitative or factual data, which is",
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                "text": "tion is often not easy to parse by machines. There are many",
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                "text": "recognition (OCR) to obtain the content of the table-cells.",
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                "text": "bedded in the content-decoder.",
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                "text": "This reliance on a custom,",
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                "text": "implicit OCR decoder is of course problematic.",
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                "text": "OCR is a",
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                "text": "well known and extremely tough problem, that often needs",
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                "text": "custom training for each individual language. However, the",
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                "text": "limited availability for non-english content in the current",
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                "text": "datasets, makes it impractical to apply the IETD and IEDD",
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                "text": "methods on tables with other languages. Additionally, OCR",
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                "text": "can be completely omitted if the tables originate from pro-",
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                "from_ocr": false
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                "text": "The dataset is divided into Train, Test and Val splits (81%,",
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                "text": "9.5%, 9.5%), and each one is almost equally divided into",
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                "text": "simple and complex tables (Train: 48% simple, 52% com-",
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                "text": "plex, Test: 48% simple, 52% complex, Test: 53% simple,",
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                "text": "is to transform the input graph into a new graph, which re-",
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                "text": "The new links then",
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                "text": "With this approach, one can",
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                "text": "avoid the need to build custom OCR decoders.",
                "orig": "avoid the need to build custom OCR decoders.",
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                "text": "However,",
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                "text": "the quality of the reconstructed structure is not comparable",
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                  "r_y2": 482.06,
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                "text": "to the current state-of-the-art [18].",
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          "text": "Graph Neural networks : Graph Neural networks (GNN's) take a radically different approach to tablestructure extraction. Note that one table cell can constitute out of multiple text-cells. To obtain the table-structure, one creates an initial graph, where each of the text-cells becomes a node in the graph similar to [33, 34, 2]. Each node is then associated with en embedding vector coming from the encoded image, its coordinates and the encoded text. Furthermore, nodes that represent adjacent text-cells are linked. Graph Convolutional Networks (GCN's) based methods take the image as an input, but also the position of the text-cells and their content [18]. The purpose of a GCN is to transform the input graph into a new graph, which replaces the old links with new ones. The new links then represent the table-structure. With this approach, one can avoid the need to build custom OCR decoders. However, the quality of the reconstructed structure is not comparable to the current state-of-the-art [18]."
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                "text": "Hybrid Deep Learning-Rule-Based approach",
                "orig": "Hybrid Deep Learning-Rule-Based approach",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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              {
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                "text": ": Apop-",
                "orig": ": Apop-",
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                "text": "ular current model for table-structure identification is the",
                "orig": "ular current model for table-structure identification is the",
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                "confidence": 1.0,
                "from_ocr": false
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                },
                "text": "use of a hybrid Deep Learning-Rule-Based approach similar",
                "orig": "use of a hybrid Deep Learning-Rule-Based approach similar",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "text": "to [27, 29]. In this approach, one first detects the position of",
                "orig": "to [27, 29]. In this approach, one first detects the position of",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "rgba": {
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                "text": "the table-cells with object detection (e.g. YoloVx or Mask-",
                "orig": "the table-cells with object detection (e.g. YoloVx or Mask-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
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                "text": "RCNN), then classifies the table into different types (from",
                "orig": "RCNN), then classifies the table into different types (from",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "its",
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                "text": "enized dataset before we could train our models for practi-",
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                "text": "Given the size of PubTabNet, we adopted its",
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                "text": "avoid the need to build custom OCR decoders.",
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                "text": "the quality of the reconstructed structure is not comparable",
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                "text": "to the current state-of-the-art [18].",
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          "text": "Graph Neural networks : Graph Neural networks (GNN's) take a radically different approach to tablestructure extraction. Note that one table cell can constitute out of multiple text-cells. To obtain the table-structure, one creates an initial graph, where each of the text-cells becomes a node in the graph similar to [33, 34, 2]. Each node is then associated with en embedding vector coming from the encoded image, its coordinates and the encoded text. Furthermore, nodes that represent adjacent text-cells are linked. Graph Convolutional Networks (GCN's) based methods take the image as an input, but also the position of the text-cells and their content [18]. The purpose of a GCN is to transform the input graph into a new graph, which replaces the old links with new ones. The new links then represent the table-structure. With this approach, one can avoid the need to build custom OCR decoders. However, the quality of the reconstructed structure is not comparable to the current state-of-the-art [18]."
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                "text": "Hybrid Deep Learning-Rule-Based approach",
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                "text": "ular current model for table-structure identification is the",
                "orig": "ular current model for table-structure identification is the",
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                "text": "RCNN), then classifies the table into different types (from",
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                "text": "images)",
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                "text": "Figure 2:",
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                "text": "Similarly to the PubTabNet, the annotations",
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                "text": "kenized text and the bounding boxes on a table cell basis.",
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                "text": "The dataset is divided into Train, Test and Val splits (81%,",
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                "text": "9.5%, 9.5%), and each one is almost equally divided into",
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                "confidence": 1.0,
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                "text": "simple and complex tables (Train: 48% simple, 52% com-",
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                "text": "plex, Test: 48% simple, 52% complex, Test: 53% simple,",
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                "confidence": 1.0,
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                "text": "47% complex).",
                "orig": "47% complex).",
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                "text": "basis to build a wide range of table appearances. Lastly, the",
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                "text": "Structure Decoder",
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                "text": "Similar limitations appear also in",
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          "text": "As it is illustrated in Fig. 2, the table distributions from all datasets are skewed towards simpler structures with fewer number of rows/columns. Additionally, there is very limited variance in the table styles, which in case of PubTabNet and FinTabNet means one styling format for the majority of the tables. Similar limitations appear also in the type of table content, which in some cases (e.g. FinTabNet) is restricted to a certain domain. Ultimately, the lack of diversity in the training dataset damages the ability of the models to generalize well on unseen data."
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                "text": "Motivated by those observations we aimed at generating",
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          "text": "We now describe in detail the proposed method, which is composed of three main components, see Fig. 4. Our CNN Backbone Network encodes the input as a feature vector of predefined length. The input feature vector of the encoded image is passed to the Structure Decoder to produce a sequence of HTML tags that represent the structure of the table. With each prediction of an HTML standard data cell (' < td > ') the hidden state of that cell is passed to the Cell BBox Decoder. As for spanning cells, such as row or column span, the tag is broken down to ' < ', 'rowspan=' or 'colspan=', with the number of spanning cells (attribute), and ' > '. The hidden state attached to ' < ' is passed to the Cell BBox Decoder. A shared feed forward network (FFN) receives the hidden states from the Structure Decoder, to provide the final detection predictions of the bounding box coordinates and their classification."
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                "text": "backbone that receives the table image and encodes it as a",
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                "text": "by removing the linear and pooling layer, as we are not per-",
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                "text": "Therefore, it was imperative to introduce",
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                "text": "bounding boxes are classified based on whether they are",
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                "text": "Loss Functions.",
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                "text": ") to be scale invariant as explained in [25]. In",
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                "text": "one match through two steps: 1) Our token input sequence",
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                "text": "Cell BBox Decoder",
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                "text": ", and 2) Our bounding boxes",
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                "text": "generation mechanism (see Sec.",
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            ],
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          "text": "Loss Functions. We formulate a multi-task loss Eq. 2 to train our network. The Cross-Entropy loss (denoted as l s ) is used to train the Structure Decoder which predicts the structure tokens. As for the Cell BBox Decoder it is trained with a combination of losses denoted as l box . l box consists of the generally used l 1 loss for object detection and the IoU loss ( l iou ) to be scale invariant as explained in [25]. In comparison to DETR, we do not use the Hungarian algorithm [15] to match the predicted bounding boxes with the ground-truth boxes, as we have already achieved a one-toone match through two steps: 1) Our token input sequence is naturally ordered, therefore the hidden states of the table data cells are also in order when they are provided as input to the Cell BBox Decoder , and 2) Our bounding boxes generation mechanism (see Sec. 3) ensures a one-to-one mapping between the cell content and its bounding box for all post-processed datasets."
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                "text": "The loss used to train the TableFormer can be defined as",
                "orig": "The loss used to train the TableFormer can be defined as",
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          "text": "The loss used to train the TableFormer can be defined as following:"
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          "text": "Loss Functions. We formulate a multi-task loss Eq. 2 to train our network. The Cross-Entropy loss (denoted as l s ) is used to train the Structure Decoder which predicts the structure tokens. As for the Cell BBox Decoder it is trained with a combination of losses denoted as l box . l box consists of the generally used l 1 loss for object detection and the IoU loss ( l iou ) to be scale invariant as explained in [25]. In comparison to DETR, we do not use the Hungarian algorithm [15] to match the predicted bounding boxes with the ground-truth boxes, as we have already achieved a one-toone match through two steps: 1) Our token input sequence is naturally ordered, therefore the hidden states of the table data cells are also in order when they are provided as input to the Cell BBox Decoder , and 2) Our bounding boxes generation mechanism (see Sec. 3) ensures a one-to-one mapping between the cell content and its bounding box for all post-processed datasets."
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                "text": "not have post-processing results for SynthTabNet as images",
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                "text": "are only provided. To compare the performance of our pro-",
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                "text": "posed approach, we've integrated TableFormer's",
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                "text": "Cell BBox",
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                "text": "Decoder",
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                "text": "into EDD architecture.",
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                "text": "Figure 5:",
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          "text": "missing bounding box out of its neighbors.",
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          "text": "As a first step,",
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          "text": "bles is ambiguous and therefore quite challenging.",
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          "text": "Thus,",
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          "text": "we have decided to simply discard those tables.",
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          "text": "In case of",
          "orig": "In case of",
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          "text": "PubTabNet we have computed missing bounding boxes for",
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          "text": "48% of the simple and 69% of the complex tables. Regard-",
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          "text": "ing FinTabNet, 68% of the simple and 98% of the complex",
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          "text": "tables require the generation of bounding boxes.",
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                "text": "1. Details on the datasets",
                "orig": "1. Details on the datasets",
                "text_direction": "left_to_right",
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                "text": "1.1. Data preparation",
                "orig": "1.1. Data preparation",
                "text_direction": "left_to_right",
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                "text": "As a first step of our data preparation process, we have",
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                "text": "calculated statistics over the datasets across the following",
                "orig": "calculated statistics over the datasets across the following",
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                "text": "dimensions: (1) table size measured in the number of rows",
                "orig": "dimensions: (1) table size measured in the number of rows",
                "text_direction": "left_to_right",
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                "text": "and columns, (2) complexity of the table, (3) strictness of",
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                  "r_y2": 248.01,
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                "text": "the provided HTML structure and (4) completeness (i.e. no",
                "orig": "the provided HTML structure and (4) completeness (i.e. no",
                "text_direction": "left_to_right",
                "confidence": 1.0,
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                "text": "omitted bounding boxes). A table is considered to be simple",
                "orig": "omitted bounding boxes). A table is considered to be simple",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "rgba": {
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                  "r_y2": 271.92,
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                  "r_y3": 271.92,
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                },
                "text": "if it does not contain row spans or column spans. Addition-",
                "orig": "if it does not contain row spans or column spans. Addition-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "rgba": {
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                  "r_x3": 50.11,
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                },
                "text": "ally, a table has a strict HTML structure if every row has the",
                "orig": "ally, a table has a strict HTML structure if every row has the",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "rgba": {
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                "rect": {
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                  "r_y1": 304.38,
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                  "r_y2": 295.83,
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                "text": "same number of columns after taking into account any row",
                "orig": "same number of columns after taking into account any row",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "rgba": {
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                "text": "or column spans.",
                "orig": "or column spans.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 14,
                "rgba": {
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                "text": "Therefore a strict HTML structure looks",
                "orig": "Therefore a strict HTML structure looks",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rgba": {
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                  "r_y2": 319.74,
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                },
                "text": "always rectangular. However, HTML is a lenient encoding",
                "orig": "always rectangular. However, HTML is a lenient encoding",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rgba": {
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                  "r_y2": 331.7,
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                "text": "format, i.e.",
                "orig": "format, i.e.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 17,
                "rgba": {
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                  "r_y1": 340.25,
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                  "r_y2": 331.7,
                  "r_x3": 101.46,
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                },
                "text": "tables with rows of different sizes might still",
                "orig": "tables with rows of different sizes might still",
                "text_direction": "left_to_right",
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                "from_ocr": false
              },
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                  "r_y2": 343.65,
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                "text": "be regarded as correct due to implicit display rules. These",
                "orig": "be regarded as correct due to implicit display rules. These",
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                "confidence": 1.0,
                "from_ocr": false
              },
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                "text": "implicit rules leave room for ambiguity, which we want to",
                "orig": "implicit rules leave room for ambiguity, which we want to",
                "text_direction": "left_to_right",
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                "from_ocr": false
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                  "r_y1": 376.11,
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                "text": "avoid. As such, we prefer to have 'strict' tables, i.e. tables",
                "orig": "avoid. As such, we prefer to have 'strict' tables, i.e. tables",
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                "rect": {
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                  "r_y1": 388.07,
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                  "r_y2": 379.52,
                  "r_x3": 50.11,
                  "r_y3": 379.52,
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                },
                "text": "where every row has exactly the same length.",
                "orig": "where every row has exactly the same length.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
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                },
                "text": "We have developed a technique that tries",
                "orig": "We have developed a technique that tries",
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                "from_ocr": false
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                "text": "to",
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                "from_ocr": false
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                "text": "derive",
                "orig": "derive",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "a",
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                "text_direction": "left_to_right",
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                "from_ocr": false
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                "rgba": {
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                  "r_y1": 412.18,
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                  "r_y2": 403.63,
                  "r_x3": 50.11,
                  "r_y3": 403.63,
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                },
                "text": "missing bounding box out of its neighbors.",
                "orig": "missing bounding box out of its neighbors.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 27,
                "rgba": {
                  "r": 0,
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                "rect": {
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                  "r_y1": 412.18,
                  "r_x2": 286.37,
                  "r_y2": 403.63,
                  "r_x3": 228.0,
                  "r_y3": 403.63,
                  "coord_origin": "TOPLEFT"
                },
                "text": "As a first step,",
                "orig": "As a first step,",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 28,
                "rgba": {
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                  "r_y1": 424.14,
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                  "r_x3": 50.11,
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                "text": "we use the annotation data to generate the most fine-grained",
                "orig": "we use the annotation data to generate the most fine-grained",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "rgba": {
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                  "r_y1": 436.09,
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                  "r_y2": 427.54,
                  "r_x3": 50.11,
                  "r_y3": 427.54,
                  "coord_origin": "TOPLEFT"
                },
                "text": "grid that covers the table structure. In case of strict HTML",
                "orig": "grid that covers the table structure. In case of strict HTML",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 30,
                "rgba": {
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                  "r_x1": 286.37,
                  "r_y1": 448.05,
                  "r_x2": 286.37,
                  "r_y2": 439.5,
                  "r_x3": 50.11,
                  "r_y3": 439.5,
                  "coord_origin": "TOPLEFT"
                },
                "text": "tables, all grid squares are associated with some table cell",
                "orig": "tables, all grid squares are associated with some table cell",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rgba": {
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                  "r_y1": 460.0,
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                  "r_y2": 451.45,
                  "r_x3": 50.11,
                  "r_y3": 451.45,
                  "coord_origin": "TOPLEFT"
                },
                "text": "and in the presence of table spans a cell extends across mul-",
                "orig": "and in the presence of table spans a cell extends across mul-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "r_x3": 50.11,
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                },
                "text": "tiple grid squares. When enough bounding boxes are known",
                "orig": "tiple grid squares. When enough bounding boxes are known",
                "text_direction": "left_to_right",
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                "from_ocr": false
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                "text": "Eventually this information is used to generate the missing",
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                "text": "bounding boxes. Additionally, the existence of unused grid",
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                "text": "squares indicates that the table rows have unequal number",
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                "text": "of columns and the overall structure is non-strict. The gen-",
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                "text": "eration of missing bounding boxes for non-strict HTML ta-",
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                "text": "bles is ambiguous and therefore quite challenging.",
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                "text": "Thus,",
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                "text": "we have decided to simply discard those tables.",
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                "text": "In case of",
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                "text": "PubTabNet we have computed missing bounding boxes for",
                "orig": "PubTabNet we have computed missing bounding boxes for",
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                "text": "48% of the simple and 69% of the complex tables. Regard-",
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                "text": "ing FinTabNet, 68% of the simple and 98% of the complex",
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                "text": "tables require the generation of bounding boxes.",
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                "text": "Figure 7 illustrates the distribution of the tables across",
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                "text": "Aiming to train and evaluate our models in a broader",
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                "text": "spectrum of table data we have synthesized four types of",
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                "text": "ances in regard to their size,",
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                "text": "Train, Test and Val splits (80%, 10%, 10%).",
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          "text": "TableFormer: Table Structure Understanding with Transformers"
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                "text": "Supplementary Material",
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                "text": "or column spans.",
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                "text": "Therefore a strict HTML structure looks",
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                "text": "format, i.e.",
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                "text": "tables with rows of different sizes might still",
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                "text": "be regarded as correct due to implicit display rules. These",
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                "text": "avoid. As such, we prefer to have 'strict' tables, i.e. tables",
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                "text": "where every row has exactly the same length.",
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          "text": "As a first step of our data preparation process, we have calculated statistics over the datasets across the following dimensions: (1) table size measured in the number of rows and columns, (2) complexity of the table, (3) strictness of the provided HTML structure and (4) completeness (i.e. no omitted bounding boxes). A table is considered to be simple if it does not contain row spans or column spans. Additionally, a table has a strict HTML structure if every row has the same number of columns after taking into account any row or column spans. Therefore a strict HTML structure looks always rectangular. However, HTML is a lenient encoding format, i.e. tables with rows of different sizes might still be regarded as correct due to implicit display rules. These implicit rules leave room for ambiguity, which we want to avoid. As such, we prefer to have 'strict' tables, i.e. tables where every row has exactly the same length."
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                "text": "bles is ambiguous and therefore quite challenging.",
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                "text": "Thus,",
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                "text": "we have decided to simply discard those tables.",
                "orig": "we have decided to simply discard those tables.",
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              },
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                "text": "In case of",
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                "text": "PubTabNet we have computed missing bounding boxes for",
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                "text": "48% of the simple and 69% of the complex tables. Regard-",
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                "text": "ing FinTabNet, 68% of the simple and 98% of the complex",
                "orig": "ing FinTabNet, 68% of the simple and 98% of the complex",
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                "text": "tables require the generation of bounding boxes.",
                "orig": "tables require the generation of bounding boxes.",
                "text_direction": "left_to_right",
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              }
            ],
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          "text": "We have developed a technique that tries to derive a missing bounding box out of its neighbors. As a first step, we use the annotation data to generate the most fine-grained grid that covers the table structure. In case of strict HTML tables, all grid squares are associated with some table cell and in the presence of table spans a cell extends across multiple grid squares. When enough bounding boxes are known for a rectangular table, it is possible to compute the geometrical border lines between the grid rows and columns. Eventually this information is used to generate the missing bounding boxes. Additionally, the existence of unused grid squares indicates that the table rows have unequal number of columns and the overall structure is non-strict. The generation of missing bounding boxes for non-strict HTML tables is ambiguous and therefore quite challenging. Thus, we have decided to simply discard those tables. In case of PubTabNet we have computed missing bounding boxes for 48% of the simple and 69% of the complex tables. Regarding FinTabNet, 68% of the simple and 98% of the complex tables require the generation of bounding boxes."
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                "text": "Figure 7 illustrates the distribution of the tables across",
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          "text": "Figure 7 illustrates the distribution of the tables across different dimensions per dataset."
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                "text": "Aiming to train and evaluate our models in a broader",
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                "text": "spectrum of table data we have synthesized four types of",
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                "text": "Each one contains tables with different appear-",
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          "text": "Aiming to train and evaluate our models in a broader spectrum of table data we have synthesized four types of datasets. Each one contains tables with different appear-"
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                "text": "ances in regard to their size,",
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                "text": "Every synthetic dataset contains 150k examples, summing",
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                "text": "up to 600k synthetic examples. All datasets are divided into",
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                "text": "Train, Test and Val splits (80%, 10%, 10%).",
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          "text": "ances in regard to their size, structure, style and content. Every synthetic dataset contains 150k examples, summing up to 600k synthetic examples. All datasets are divided into Train, Test and Val splits (80%, 10%, 10%)."
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                "text": "thetic dataset assumes a horizontal table header which po-",
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                "from_ocr": false
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                "text": "boundary.",
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                "orig": "theme",
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                "text": ", a set of",
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                "text": "can be combined with purely random text to produce the",
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                "from_ocr": false
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                "orig": "synthetic content.",
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          "text": "3. Generate content: Based on the dataset theme , a set of suitable content templates is chosen first. Then, this content can be combined with purely random text to produce the synthetic content."
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                "text": "Apply styling templates:",
                "orig": "Apply styling templates:",
                "text_direction": "left_to_right",
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                "text": "Depending on the domain",
                "orig": "Depending on the domain",
                "text_direction": "left_to_right",
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                "text": "format the appearance of the synthesized table.",
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                "confidence": 1.0,
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                "text": "Render the complete tables:",
                "orig": "Render the complete tables:",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "confidence": 1.0,
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                "text": "finally rendered by a web browser engine to generate the",
                "orig": "finally rendered by a web browser engine to generate the",
                "text_direction": "left_to_right",
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                "from_ocr": false
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                "text": "bounding boxes for each table cell. A batching technique is",
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                "from_ocr": false
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                "text": "process.",
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                "text_direction": "left_to_right",
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            ],
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          },
          "text": "5. Render the complete tables: The synthetic table is finally rendered by a web browser engine to generate the bounding boxes for each table cell. A batching technique is utilized to optimize the runtime overhead of the rendering process."
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                "text": "2.",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "ments, this is not enough when a full reconstruction of the",
                "orig": "ments, this is not enough when a full reconstruction of the",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "original table is required. This happens mainly due the fol-",
                "orig": "original table is required. This happens mainly due the fol-",
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                "text": "lowing reasons:",
                "orig": "lowing reasons:",
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          "text": "Although TableFormer can predict the table structure and the bounding boxes for tables recognized inside PDF documents, this is not enough when a full reconstruction of the original table is required. This happens mainly due the following reasons:"
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                "orig": "11",
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      ],
      "body": [
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          "label": "section_header",
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                "text": "TableFormer: Table Structure Understanding with Transformers",
                "orig": "TableFormer: Table Structure Understanding with Transformers",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "TableFormer: Table Structure Understanding with Transformers"
        },
        {
          "label": "section_header",
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            "cells": [
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                "text": "Supplementary Material",
                "orig": "Supplementary Material",
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                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "Supplementary Material"
        },
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                "text": "1. Details on the datasets",
                "orig": "1. Details on the datasets",
                "text_direction": "left_to_right",
                "confidence": 1.0,
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            ],
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          "text": "1. Details on the datasets"
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                "text": "1.1. Data preparation",
                "orig": "1.1. Data preparation",
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            ],
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          "text": "1.1. Data preparation"
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                "text": "As a first step of our data preparation process, we have",
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                "text": "calculated statistics over the datasets across the following",
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                "text": "dimensions: (1) table size measured in the number of rows",
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                "text": "omitted bounding boxes). A table is considered to be simple",
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                "from_ocr": false
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                "text": "if it does not contain row spans or column spans. Addition-",
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                "text": "ally, a table has a strict HTML structure if every row has the",
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                "text": "same number of columns after taking into account any row",
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                "text": "or column spans.",
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                "text": "Therefore a strict HTML structure looks",
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                "text": "always rectangular. However, HTML is a lenient encoding",
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                "from_ocr": false
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                "text": "format, i.e.",
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                "text": "tables with rows of different sizes might still",
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                "text": "be regarded as correct due to implicit display rules. These",
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                "text": "avoid. As such, we prefer to have 'strict' tables, i.e. tables",
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          "text": "As a first step of our data preparation process, we have calculated statistics over the datasets across the following dimensions: (1) table size measured in the number of rows and columns, (2) complexity of the table, (3) strictness of the provided HTML structure and (4) completeness (i.e. no omitted bounding boxes). A table is considered to be simple if it does not contain row spans or column spans. Additionally, a table has a strict HTML structure if every row has the same number of columns after taking into account any row or column spans. Therefore a strict HTML structure looks always rectangular. However, HTML is a lenient encoding format, i.e. tables with rows of different sizes might still be regarded as correct due to implicit display rules. These implicit rules leave room for ambiguity, which we want to avoid. As such, we prefer to have 'strict' tables, i.e. tables where every row has exactly the same length."
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                "text": "Eventually this information is used to generate the missing",
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                "text": "squares indicates that the table rows have unequal number",
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                "text": "eration of missing bounding boxes for non-strict HTML ta-",
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                "text": "bles is ambiguous and therefore quite challenging.",
                "orig": "bles is ambiguous and therefore quite challenging.",
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                "from_ocr": false
              },
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                "text": "Thus,",
                "orig": "Thus,",
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                "from_ocr": false
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                "index": 42,
                "rgba": {
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                  "r_y3": 571.0,
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                },
                "text": "we have decided to simply discard those tables.",
                "orig": "we have decided to simply discard those tables.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rgba": {
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                "text": "In case of",
                "orig": "In case of",
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                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 44,
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                },
                "text": "PubTabNet we have computed missing bounding boxes for",
                "orig": "PubTabNet we have computed missing bounding boxes for",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 45,
                "rgba": {
                  "r": 0,
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                  "a": 255
                },
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                  "r_y1": 603.46,
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                  "r_y2": 594.91,
                  "r_x3": 50.11,
                  "r_y3": 594.91,
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                },
                "text": "48% of the simple and 69% of the complex tables. Regard-",
                "orig": "48% of the simple and 69% of the complex tables. Regard-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 46,
                "rgba": {
                  "r": 0,
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                },
                "rect": {
                  "r_x0": 50.11,
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                  "r_y1": 615.42,
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                "text": "ing FinTabNet, 68% of the simple and 98% of the complex",
                "orig": "ing FinTabNet, 68% of the simple and 98% of the complex",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                },
                "text": "tables require the generation of bounding boxes.",
                "orig": "tables require the generation of bounding boxes.",
                "text_direction": "left_to_right",
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              }
            ],
            "children": []
          },
          "text": "We have developed a technique that tries to derive a missing bounding box out of its neighbors. As a first step, we use the annotation data to generate the most fine-grained grid that covers the table structure. In case of strict HTML tables, all grid squares are associated with some table cell and in the presence of table spans a cell extends across multiple grid squares. When enough bounding boxes are known for a rectangular table, it is possible to compute the geometrical border lines between the grid rows and columns. Eventually this information is used to generate the missing bounding boxes. Additionally, the existence of unused grid squares indicates that the table rows have unequal number of columns and the overall structure is non-strict. The generation of missing bounding boxes for non-strict HTML tables is ambiguous and therefore quite challenging. Thus, we have decided to simply discard those tables. In case of PubTabNet we have computed missing bounding boxes for 48% of the simple and 69% of the complex tables. Regarding FinTabNet, 68% of the simple and 98% of the complex tables require the generation of bounding boxes."
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          "text": "Figure 7 illustrates the distribution of the tables across different dimensions per dataset."
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                "text": "1.2. Synthetic datasets",
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                "text": "Aiming to train and evaluate our models in a broader",
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                "text": "spectrum of table data we have synthesized four types of",
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          "text": "Aiming to train and evaluate our models in a broader spectrum of table data we have synthesized four types of datasets. Each one contains tables with different appear-"
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                "text": "ances in regard to their size,",
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                "text": "Every synthetic dataset contains 150k examples, summing",
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                "text": "up to 600k synthetic examples. All datasets are divided into",
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                "text": "Train, Test and Val splits (80%, 10%, 10%).",
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          "text": "ances in regard to their size, structure, style and content. Every synthetic dataset contains 150k examples, summing up to 600k synthetic examples. All datasets are divided into Train, Test and Val splits (80%, 10%, 10%)."
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                "text": "Depending on the domain",
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          "text": "In such case",
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          "text": "we must de-duplicate the columns according to highest to-",
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          "text": "tal column intersection score.",
          "orig": "tal column intersection score.",
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          "text": "cases, when after applying all the previous post-processing",
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          "text": "steps, some PDF cells could still remain without any match",
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          "text": "to predicted cells.",
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          "text": "However, it is still possible to deduce",
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                "text": "combining the TableFormer predictions with the informa-",
                "orig": "combining the TableFormer predictions with the informa-",
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                "text": "tion already present inside a programmatic PDF document.",
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                "text": "More specifically,",
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                "text": "PDF documents can be seen as a se-",
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                "text": "quence of PDF cells where each cell is described by its con-",
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                "text": "tent and bounding box. If we are able to associate the PDF",
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                "text": "PDF cell content to the table cell structure and use the PDF",
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                "text": "bounding boxes to correct misalignments in the predicted",
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                "text": "processing:",
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                "text": "the most granular grid for the underlying table structure.",
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                "text": "Generate pair-wise matches between the bounding",
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                },
                "text": "tion Over Union (IOU) metric is used to evaluate the quality",
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                "text": "of the matches.",
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            ],
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                "text": "modified version of the IOU metric, where the area of the",
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                "text": "intersection between the predicted and PDF cells is divided",
                "orig": "intersection between the predicted and PDF cells is divided",
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                "from_ocr": false
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                "text": "by the PDF cell area.",
                "orig": "by the PDF cell area.",
                "text_direction": "left_to_right",
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                "text": "In case there are multiple matches",
                "orig": "In case there are multiple matches",
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                "from_ocr": false
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                "text": "for the same PDF cell, the prediction with the higher score",
                "orig": "for the same PDF cell, the prediction with the higher score",
                "text_direction": "left_to_right",
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                "text": "is preferred. This covers the cases where the PDF cells are",
                "orig": "is preferred. This covers the cases where the PDF cells are",
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                "confidence": 1.0,
                "from_ocr": false
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                },
                "text": "smaller than the area of predicted or corrected prediction",
                "orig": "smaller than the area of predicted or corrected prediction",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "r_y1": 387.82,
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                  "r_y2": 379.27,
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                  "r_y3": 379.27,
                  "coord_origin": "TOPLEFT"
                },
                "text": "cells.",
                "orig": "cells.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
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                "text": "8.",
                "orig": "8.",
                "text_direction": "left_to_right",
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                "from_ocr": false
              },
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                "index": 164,
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                  "coord_origin": "TOPLEFT"
                },
                "text": "In some rare occasions, we have noticed that Table-",
                "orig": "In some rare occasions, we have noticed that Table-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "rect": {
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                  "r_y1": 412.09,
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                  "r_y2": 403.53,
                  "r_x3": 308.86,
                  "r_y3": 403.53,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Former can confuse a single column as two. When the post-",
                "orig": "Former can confuse a single column as two. When the post-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 166,
                "rgba": {
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                },
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                  "r_y1": 424.04,
                  "r_x2": 545.12,
                  "r_y2": 415.49,
                  "r_x3": 308.86,
                  "r_y3": 415.49,
                  "coord_origin": "TOPLEFT"
                },
                "text": "processing steps are applied, this results with two predicted",
                "orig": "processing steps are applied, this results with two predicted",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 167,
                "rgba": {
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                },
                "rect": {
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                  "r_x1": 488.11,
                  "r_y1": 436.0,
                  "r_x2": 488.11,
                  "r_y2": 427.44,
                  "r_x3": 308.86,
                  "r_y3": 427.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "columns pointing to the same PDF column.",
                "orig": "columns pointing to the same PDF column.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 168,
                "rgba": {
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                  "r_x3": 494.34,
                  "r_y3": 427.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "In such case",
                "orig": "In such case",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 169,
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                  "r_y2": 439.4,
                  "r_x3": 308.86,
                  "r_y3": 439.4,
                  "coord_origin": "TOPLEFT"
                },
                "text": "we must de-duplicate the columns according to highest to-",
                "orig": "we must de-duplicate the columns according to highest to-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rect": {
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                  "r_y1": 459.91,
                  "r_x2": 426.18,
                  "r_y2": 451.35,
                  "r_x3": 308.86,
                  "r_y3": 451.35,
                  "coord_origin": "TOPLEFT"
                },
                "text": "tal column intersection score.",
                "orig": "tal column intersection score.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          {
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            "label": "list_item",
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            "confidence": 0.963,
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                  "r_y1": 472.21,
                  "r_x2": 328.29,
                  "r_y2": 463.66,
                  "r_x3": 320.82,
                  "r_y3": 463.66,
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                },
                "text": "9.",
                "orig": "9.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 172,
                "rgba": {
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                  "r_y2": 463.66,
                  "r_x3": 333.63,
                  "r_y3": 463.66,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Pick up the remaining orphan cells.",
                "orig": "Pick up the remaining orphan cells.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                  "r_y1": 472.21,
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                  "r_y2": 463.66,
                  "r_x3": 483.86,
                  "r_y3": 463.66,
                  "coord_origin": "TOPLEFT"
                },
                "text": "There could be",
                "orig": "There could be",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 174,
                "rgba": {
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                },
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                  "r_y1": 484.17,
                  "r_x2": 545.12,
                  "r_y2": 475.62,
                  "r_x3": 308.86,
                  "r_y3": 475.62,
                  "coord_origin": "TOPLEFT"
                },
                "text": "cases, when after applying all the previous post-processing",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 175,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_x1": 545.12,
                  "r_y1": 496.12,
                  "r_x2": 545.12,
                  "r_y2": 487.57,
                  "r_x3": 308.86,
                  "r_y3": 487.57,
                  "coord_origin": "TOPLEFT"
                },
                "text": "steps, some PDF cells could still remain without any match",
                "orig": "steps, some PDF cells could still remain without any match",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 176,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_x1": 381.9,
                  "r_y1": 508.08,
                  "r_x2": 381.9,
                  "r_y2": 499.52,
                  "r_x3": 308.86,
                  "r_y3": 499.52,
                  "coord_origin": "TOPLEFT"
                },
                "text": "to predicted cells.",
                "orig": "to predicted cells.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 177,
                "rgba": {
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                  "b": 0,
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                },
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                  "r_y1": 508.08,
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                  "r_y2": 499.52,
                  "r_x3": 388.7,
                  "r_y3": 499.52,
                  "coord_origin": "TOPLEFT"
                },
                "text": "However, it is still possible to deduce",
                "orig": "However, it is still possible to deduce",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rgba": {
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                  "r_y1": 520.03,
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                  "r_y2": 511.48,
                  "r_x3": 308.86,
                  "r_y3": 511.48,
                  "coord_origin": "TOPLEFT"
                },
                "text": "the correct matching for an orphan PDF cell by mapping its",
                "orig": "the correct matching for an orphan PDF cell by mapping its",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rgba": {
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                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
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                  "r_x1": 483.58,
                  "r_y1": 531.99,
                  "r_x2": 483.58,
                  "r_y2": 523.44,
                  "r_x3": 308.86,
                  "r_y3": 523.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "bounding box on the geometry of the grid.",
                "orig": "bounding box on the geometry of the grid.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 180,
                "rgba": {
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                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y1": 531.99,
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                  "r_y2": 523.44,
                  "r_x3": 489.19,
                  "r_y3": 523.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "This mapping",
                "orig": "This mapping",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 181,
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                  "r_y1": 543.94,
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                  "r_y2": 535.39,
                  "r_x3": 308.86,
                  "r_y3": 535.39,
                  "coord_origin": "TOPLEFT"
                },
                "text": "decides if the content of the orphan cell will be appended to",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                  "r_y1": 555.9,
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                  "r_y2": 547.35,
                  "r_x3": 308.86,
                  "r_y3": 547.35,
                  "coord_origin": "TOPLEFT"
                },
                "text": "an already matched table cell, or a new table cell should be",
                "orig": "an already matched table cell, or a new table cell should be",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "r_y2": 559.3,
                  "r_x3": 308.86,
                  "r_y3": 559.3,
                  "coord_origin": "TOPLEFT"
                },
                "text": "created to match with the orphan.",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
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                  "coord_origin": "TOPLEFT"
                },
                "text": "9a.",
                "orig": "9a.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "coord_origin": "TOPLEFT"
                },
                "text": "Compute the top and bottom boundary of the hori-",
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                "text_direction": "left_to_right",
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                "from_ocr": false
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          "text": "Figure 7: Distribution of the tables across different dimensions per dataset. Simple vs complex tables per dataset and split, strict vs non strict html structures per dataset and table complexity, missing bboxes per dataset and table complexity."
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                "text": "quence of PDF cells where each cell is described by its con-",
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                "text": "PDF cell content to the table cell structure and use the PDF",
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                "text": "Here is a step-by-step description of the prediction post-",
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          "text": "Here is a step-by-step description of the prediction postprocessing:"
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                "text": "columns for the predicted table structure.",
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                "orig": "Generate pair-wise matches between the bounding",
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                "text": "of the matches.",
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          "text": "2. Generate pair-wise matches between the bounding boxes of the PDF cells and the predicted cells. The Intersection Over Union (IOU) metric is used to evaluate the quality of the matches."
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                "text": "Use a carefully selected IOU threshold to designate",
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                "text": "Pick up the remaining orphan cells.",
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                "text": "cases, when after applying all the previous post-processing",
                "orig": "cases, when after applying all the previous post-processing",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 175,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y0": 496.12,
                  "r_x1": 545.12,
                  "r_y1": 496.12,
                  "r_x2": 545.12,
                  "r_y2": 487.57,
                  "r_x3": 308.86,
                  "r_y3": 487.57,
                  "coord_origin": "TOPLEFT"
                },
                "text": "steps, some PDF cells could still remain without any match",
                "orig": "steps, some PDF cells could still remain without any match",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 176,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
                  "r_y0": 508.08,
                  "r_x1": 381.9,
                  "r_y1": 508.08,
                  "r_x2": 381.9,
                  "r_y2": 499.52,
                  "r_x3": 308.86,
                  "r_y3": 499.52,
                  "coord_origin": "TOPLEFT"
                },
                "text": "to predicted cells.",
                "orig": "to predicted cells.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 177,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 388.7,
                  "r_y0": 508.08,
                  "r_x1": 545.12,
                  "r_y1": 508.08,
                  "r_x2": 545.12,
                  "r_y2": 499.52,
                  "r_x3": 388.7,
                  "r_y3": 499.52,
                  "coord_origin": "TOPLEFT"
                },
                "text": "However, it is still possible to deduce",
                "orig": "However, it is still possible to deduce",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 178,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
                  "r_y0": 520.03,
                  "r_x1": 545.12,
                  "r_y1": 520.03,
                  "r_x2": 545.12,
                  "r_y2": 511.48,
                  "r_x3": 308.86,
                  "r_y3": 511.48,
                  "coord_origin": "TOPLEFT"
                },
                "text": "the correct matching for an orphan PDF cell by mapping its",
                "orig": "the correct matching for an orphan PDF cell by mapping its",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 179,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
                  "r_y0": 531.99,
                  "r_x1": 483.58,
                  "r_y1": 531.99,
                  "r_x2": 483.58,
                  "r_y2": 523.44,
                  "r_x3": 308.86,
                  "r_y3": 523.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "bounding box on the geometry of the grid.",
                "orig": "bounding box on the geometry of the grid.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 180,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 489.19,
                  "r_y0": 531.99,
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                  "r_y1": 531.99,
                  "r_x2": 545.12,
                  "r_y2": 523.44,
                  "r_x3": 489.19,
                  "r_y3": 523.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "This mapping",
                "orig": "This mapping",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 181,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
                  "r_y0": 543.94,
                  "r_x1": 545.12,
                  "r_y1": 543.94,
                  "r_x2": 545.12,
                  "r_y2": 535.39,
                  "r_x3": 308.86,
                  "r_y3": 535.39,
                  "coord_origin": "TOPLEFT"
                },
                "text": "decides if the content of the orphan cell will be appended to",
                "orig": "decides if the content of the orphan cell will be appended to",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 182,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
                  "r_y0": 555.9,
                  "r_x1": 545.12,
                  "r_y1": 555.9,
                  "r_x2": 545.12,
                  "r_y2": 547.35,
                  "r_x3": 308.86,
                  "r_y3": 547.35,
                  "coord_origin": "TOPLEFT"
                },
                "text": "an already matched table cell, or a new table cell should be",
                "orig": "an already matched table cell, or a new table cell should be",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 183,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 308.86,
                  "r_y0": 567.85,
                  "r_x1": 442.22,
                  "r_y1": 567.85,
                  "r_x2": 442.22,
                  "r_y2": 559.3,
                  "r_x3": 308.86,
                  "r_y3": 559.3,
                  "coord_origin": "TOPLEFT"
                },
                "text": "created to match with the orphan.",
                "orig": "created to match with the orphan.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9. Pick up the remaining orphan cells. There could be cases, when after applying all the previous post-processing steps, some PDF cells could still remain without any match to predicted cells. However, it is still possible to deduce the correct matching for an orphan PDF cell by mapping its bounding box on the geometry of the grid. This mapping decides if the content of the orphan cell will be appended to an already matched table cell, or a new table cell should be created to match with the orphan."
        },
        {
          "label": "list_item",
          "id": 17,
          "page_no": 11,
          "cluster": {
            "id": 17,
            "label": "list_item",
            "bbox": {
              "l": 308.86,
              "t": 571.61,
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              "b": 604.07,
              "coord_origin": "TOPLEFT"
            },
            "confidence": 0.92,
            "cells": [
              {
                "index": 184,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 320.82,
                  "r_y0": 580.16,
                  "r_x1": 332.71,
                  "r_y1": 580.16,
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                  "r_y2": 571.61,
                  "r_x3": 320.82,
                  "r_y3": 571.61,
                  "coord_origin": "TOPLEFT"
                },
                "text": "9a.",
                "orig": "9a.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 185,
                "rgba": {
                  "r": 0,
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                },
                "rect": {
                  "r_x0": 337.94,
                  "r_y0": 580.16,
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                  "r_y1": 580.16,
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                  "r_y2": 571.61,
                  "r_x3": 337.94,
                  "r_y3": 571.61,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Compute the top and bottom boundary of the hori-",
                "orig": "Compute the top and bottom boundary of the hori-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 186,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
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                },
                "rect": {
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                  "r_y0": 592.11,
                  "r_x1": 471.64,
                  "r_y1": 592.11,
                  "r_x2": 471.64,
                  "r_y2": 583.56,
                  "r_x3": 308.86,
                  "r_y3": 583.56,
                  "coord_origin": "TOPLEFT"
                },
                "text": "zontal band for each grid row (min/max",
                "orig": "zontal band for each grid row (min/max",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 187,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 474.83,
                  "r_y0": 591.95,
                  "r_x1": 479.72,
                  "r_y1": 591.95,
                  "r_x2": 479.72,
                  "r_y2": 583.24,
                  "r_x3": 474.83,
                  "r_y3": 583.24,
                  "coord_origin": "TOPLEFT"
                },
                "text": "y",
                "orig": "y",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 188,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 483.27,
                  "r_y0": 592.11,
                  "r_x1": 545.12,
                  "r_y1": 592.11,
                  "r_x2": 545.12,
                  "r_y2": 583.56,
                  "r_x3": 483.27,
                  "r_y3": 583.56,
                  "coord_origin": "TOPLEFT"
                },
                "text": "coordinates per",
                "orig": "coordinates per",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 189,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y0": 604.07,
                  "r_x1": 329.91,
                  "r_y1": 604.07,
                  "r_x2": 329.91,
                  "r_y2": 595.52,
                  "r_x3": 308.86,
                  "r_y3": 595.52,
                  "coord_origin": "TOPLEFT"
                },
                "text": "row).",
                "orig": "row).",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9a. Compute the top and bottom boundary of the horizontal band for each grid row (min/max y coordinates per row)."
        },
        {
          "label": "list_item",
          "id": 16,
          "page_no": 11,
          "cluster": {
            "id": 16,
            "label": "list_item",
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              "l": 308.86,
              "t": 607.82,
              "r": 545.12,
              "b": 628.33,
              "coord_origin": "TOPLEFT"
            },
            "confidence": 0.921,
            "cells": [
              {
                "index": 190,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
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                  "r_x1": 332.87,
                  "r_y1": 616.37,
                  "r_x2": 332.87,
                  "r_y2": 607.82,
                  "r_x3": 320.82,
                  "r_y3": 607.82,
                  "coord_origin": "TOPLEFT"
                },
                "text": "9b.",
                "orig": "9b.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 191,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y0": 616.37,
                  "r_x1": 545.12,
                  "r_y1": 616.37,
                  "r_x2": 545.12,
                  "r_y2": 607.82,
                  "r_x3": 339.93,
                  "r_y3": 607.82,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Intersect the orphan's bounding box with the row",
                "orig": "Intersect the orphan's bounding box with the row",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 192,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
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                  "r_y0": 628.33,
                  "r_x1": 495.29,
                  "r_y1": 628.33,
                  "r_x2": 495.29,
                  "r_y2": 619.78,
                  "r_x3": 308.86,
                  "r_y3": 619.78,
                  "coord_origin": "TOPLEFT"
                },
                "text": "bands, and map the cell to the closest grid row.",
                "orig": "bands, and map the cell to the closest grid row.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9b. Intersect the orphan's bounding box with the row bands, and map the cell to the closest grid row."
        },
        {
          "label": "list_item",
          "id": 9,
          "page_no": 11,
          "cluster": {
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            "label": "list_item",
            "bbox": {
              "l": 308.86,
              "t": 632.08,
              "r": 545.12,
              "b": 664.54,
              "coord_origin": "TOPLEFT"
            },
            "confidence": 0.952,
            "cells": [
              {
                "index": 193,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
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                  "r_x3": 320.82,
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                },
                "text": "9c.",
                "orig": "9c.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 194,
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                  "r_y3": 632.08,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Compute the left and right boundary of the vertical",
                "orig": "Compute the left and right boundary of the vertical",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 195,
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                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
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                  "r_y1": 652.59,
                  "r_x2": 455.28,
                  "r_y2": 644.04,
                  "r_x3": 308.86,
                  "r_y3": 644.04,
                  "coord_origin": "TOPLEFT"
                },
                "text": "band for each grid column (min/max",
                "orig": "band for each grid column (min/max",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 196,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
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                  "r_y0": 652.43,
                  "r_x1": 463.47,
                  "r_y1": 652.43,
                  "r_x2": 463.47,
                  "r_y2": 643.72,
                  "r_x3": 457.78,
                  "r_y3": 643.72,
                  "coord_origin": "TOPLEFT"
                },
                "text": "x",
                "orig": "x",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 197,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
                  "r_x0": 465.97,
                  "r_y0": 652.59,
                  "r_x1": 545.11,
                  "r_y1": 652.59,
                  "r_x2": 545.11,
                  "r_y2": 644.04,
                  "r_x3": 465.97,
                  "r_y3": 644.04,
                  "coord_origin": "TOPLEFT"
                },
                "text": "coordinates per col-",
                "orig": "coordinates per col-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                  "g": 0,
                  "b": 0,
                  "a": 255
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                  "r_y2": 655.99,
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                  "r_y3": 655.99,
                  "coord_origin": "TOPLEFT"
                },
                "text": "umn).",
                "orig": "umn).",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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            ],
            "children": []
          },
          "text": "9c. Compute the left and right boundary of the vertical band for each grid column (min/max x coordinates per column)."
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        {
          "label": "list_item",
          "id": 21,
          "page_no": 11,
          "cluster": {
            "id": 21,
            "label": "list_item",
            "bbox": {
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              "t": 668.3,
              "r": 545.12,
              "b": 688.81,
              "coord_origin": "TOPLEFT"
            },
            "confidence": 0.828,
            "cells": [
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                "index": 199,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
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                  "r_x0": 320.82,
                  "r_y0": 676.85,
                  "r_x1": 545.12,
                  "r_y1": 676.85,
                  "r_x2": 545.12,
                  "r_y2": 668.3,
                  "r_x3": 320.82,
                  "r_y3": 668.3,
                  "coord_origin": "TOPLEFT"
                },
                "text": "9d. Intersect the orphan's bounding box with the column",
                "orig": "9d. Intersect the orphan's bounding box with the column",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 200,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
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                  "r_y0": 688.81,
                  "r_x1": 510.58,
                  "r_y1": 688.81,
                  "r_x2": 510.58,
                  "r_y2": 680.25,
                  "r_x3": 308.86,
                  "r_y3": 680.25,
                  "coord_origin": "TOPLEFT"
                },
                "text": "bands, and map the cell to the closest grid column.",
                "orig": "bands, and map the cell to the closest grid column.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9d. Intersect the orphan's bounding box with the column bands, and map the cell to the closest grid column."
        },
        {
          "label": "text",
          "id": 24,
          "page_no": 11,
          "cluster": {
            "id": 24,
            "label": "text",
            "bbox": {
              "l": 308.86,
              "t": 692.56,
              "r": 545.12,
              "b": 713.07,
              "coord_origin": "TOPLEFT"
            },
            "confidence": 0.714,
            "cells": [
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                "index": 201,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
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                  "r_y0": 701.11,
                  "r_x1": 545.12,
                  "r_y1": 701.11,
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                  "r_y2": 692.56,
                  "r_x3": 320.82,
                  "r_y3": 692.56,
                  "coord_origin": "TOPLEFT"
                },
                "text": "9e. If the table cell under the identified row and column",
                "orig": "9e. If the table cell under the identified row and column",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "rgba": {
                  "r": 0,
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                  "a": 255
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                  "r_y1": 713.07,
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                  "r_y2": 704.51,
                  "r_x3": 308.86,
                  "r_y3": 704.51,
                  "coord_origin": "TOPLEFT"
                },
                "text": "is not empty, extend its content with the content of the or-",
                "orig": "is not empty, extend its content with the content of the or-",
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                "text": "More specifically,",
                "orig": "More specifically,",
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                "text": "PDF documents can be seen as a se-",
                "orig": "PDF documents can be seen as a se-",
                "text_direction": "left_to_right",
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                "from_ocr": false
              },
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                "text": "quence of PDF cells where each cell is described by its con-",
                "orig": "quence of PDF cells where each cell is described by its con-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "text": "tent and bounding box. If we are able to associate the PDF",
                "orig": "tent and bounding box. If we are able to associate the PDF",
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                "text": "cells with the predicted table cells, we can directly link the",
                "orig": "cells with the predicted table cells, we can directly link the",
                "text_direction": "left_to_right",
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                "from_ocr": false
              },
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                "text": "PDF cell content to the table cell structure and use the PDF",
                "orig": "PDF cell content to the table cell structure and use the PDF",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "rgba": {
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                "text": "bounding boxes to correct misalignments in the predicted",
                "orig": "bounding boxes to correct misalignments in the predicted",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "text": "table cell bounding boxes.",
                "orig": "table cell bounding boxes.",
                "text_direction": "left_to_right",
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                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "However, it is possible to mitigate those limitations by combining the TableFormer predictions with the information already present inside a programmatic PDF document. More specifically, PDF documents can be seen as a sequence of PDF cells where each cell is described by its content and bounding box. If we are able to associate the PDF cells with the predicted table cells, we can directly link the PDF cell content to the table cell structure and use the PDF bounding boxes to correct misalignments in the predicted table cell bounding boxes."
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        {
          "label": "text",
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            "cells": [
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                "text": "Here is a step-by-step description of the prediction post-",
                "orig": "Here is a step-by-step description of the prediction post-",
                "text_direction": "left_to_right",
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                "from_ocr": false
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                "text": "processing:",
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            ],
            "children": []
          },
          "text": "Here is a step-by-step description of the prediction postprocessing:"
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            "label": "list_item",
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            "cells": [
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                "rgba": {
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                },
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                  "r_y1": 432.12,
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                "text": "1. Get the minimal grid dimensions - number of rows and",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 84,
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                },
                "text": "columns for the predicted table structure.",
                "orig": "columns for the predicted table structure.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 85,
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                "text": "This represents",
                "orig": "This represents",
                "text_direction": "left_to_right",
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                "from_ocr": false
              },
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                "rgba": {
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                "text": "the most granular grid for the underlying table structure.",
                "orig": "the most granular grid for the underlying table structure.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "1. Get the minimal grid dimensions - number of rows and columns for the predicted table structure. This represents the most granular grid for the underlying table structure."
        },
        {
          "label": "list_item",
          "id": 3,
          "page_no": 11,
          "cluster": {
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            },
            "confidence": 0.962,
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                "text": "2.",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "Generate pair-wise matches between the bounding",
                "orig": "Generate pair-wise matches between the bounding",
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                "confidence": 1.0,
                "from_ocr": false
              },
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                "text": "boxes of the PDF cells and the predicted cells. The Intersec-",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "tion Over Union (IOU) metric is used to evaluate the quality",
                "orig": "tion Over Union (IOU) metric is used to evaluate the quality",
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                "confidence": 1.0,
                "from_ocr": false
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                "text": "of the matches.",
                "orig": "of the matches.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "2. Generate pair-wise matches between the bounding boxes of the PDF cells and the predicted cells. The Intersection Over Union (IOU) metric is used to evaluate the quality of the matches."
        },
        {
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          "id": 8,
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                "text": "3.",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "Use a carefully selected IOU threshold to designate",
                "orig": "Use a carefully selected IOU threshold to designate",
                "text_direction": "left_to_right",
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                "from_ocr": false
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                "text": "the matches as 'good' ones and 'bad' ones.",
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                "text_direction": "left_to_right",
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                "from_ocr": false
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            ],
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          },
          "text": "3. Use a carefully selected IOU threshold to designate the matches as 'good' ones and 'bad' ones."
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                "text": "3.a.",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                },
                "text": "If all IOU scores in a column are below the thresh-",
                "orig": "If all IOU scores in a column are below the thresh-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                },
                "text": "old, discard all predictions (structure and bounding boxes)",
                "orig": "old, discard all predictions (structure and bounding boxes)",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                },
                "text": "for that column.",
                "orig": "for that column.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "3.a. If all IOU scores in a column are below the threshold, discard all predictions (structure and bounding boxes) for that column."
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                "text": "4.",
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                "text_direction": "left_to_right",
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                "text": "Find the best-fitting content alignment for the pre-",
                "orig": "Find the best-fitting content alignment for the pre-",
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                "rgba": {
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                "text": "dicted cells with good IOU per each column. The alignment",
                "orig": "dicted cells with good IOU per each column. The alignment",
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                "text": "of the column can be identified by the following formula:",
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          "text": "4. Find the best-fitting content alignment for the predicted cells with good IOU per each column. The alignment of the column can be identified by the following formula:"
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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            ],
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          },
          "text": "where c is one of { left, centroid, right } and x c is the xcoordinate for the corresponding point."
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                "orig": "the median",
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          "text": "dian cell size for all table cells. The usage of median during the computations, helps to eliminate outliers caused by occasional column spans which are usually wider than the normal."
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                "text": "Snap all cells with bad IOU to their corresponding",
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                "from_ocr": false
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                "text": "corrected bounding boxes and PDF cells.",
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                "text": "This time use a",
                "orig": "This time use a",
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                "text": "for the same PDF cell, the prediction with the higher score",
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                "text": "is preferred. This covers the cases where the PDF cells are",
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                "from_ocr": false
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            "children": []
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          "text": "7. Generate a new set of pair-wise matches between the corrected bounding boxes and PDF cells. This time use a modified version of the IOU metric, where the area of the intersection between the predicted and PDF cells is divided by the PDF cell area. In case there are multiple matches for the same PDF cell, the prediction with the higher score is preferred. This covers the cases where the PDF cells are smaller than the area of predicted or corrected prediction cells."
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            "confidence": 0.955,
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "In some rare occasions, we have noticed that Table-",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                  "coord_origin": "TOPLEFT"
                },
                "text": "Former can confuse a single column as two. When the post-",
                "orig": "Former can confuse a single column as two. When the post-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "rect": {
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                  "r_y0": 424.04,
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                "text": "processing steps are applied, this results with two predicted",
                "orig": "processing steps are applied, this results with two predicted",
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                "confidence": 1.0,
                "from_ocr": false
              },
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                "rgba": {
                  "r": 0,
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                },
                "rect": {
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                  "r_y0": 436.0,
                  "r_x1": 488.11,
                  "r_y1": 436.0,
                  "r_x2": 488.11,
                  "r_y2": 427.44,
                  "r_x3": 308.86,
                  "r_y3": 427.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "columns pointing to the same PDF column.",
                "orig": "columns pointing to the same PDF column.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                "rect": {
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                  "r_y3": 427.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "In such case",
                "orig": "In such case",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 169,
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                  "r_y1": 447.95,
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                  "r_y2": 439.4,
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                },
                "text": "we must de-duplicate the columns according to highest to-",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                  "r_y1": 459.91,
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                  "r_y2": 451.35,
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                  "r_y3": 451.35,
                  "coord_origin": "TOPLEFT"
                },
                "text": "tal column intersection score.",
                "orig": "tal column intersection score.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "8. In some rare occasions, we have noticed that TableFormer can confuse a single column as two. When the postprocessing steps are applied, this results with two predicted columns pointing to the same PDF column. In such case we must de-duplicate the columns according to highest total column intersection score."
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            "confidence": 0.963,
            "cells": [
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                },
                "text": "9.",
                "orig": "9.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 172,
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                  "r": 0,
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                  "r_y2": 463.66,
                  "r_x3": 333.63,
                  "r_y3": 463.66,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Pick up the remaining orphan cells.",
                "orig": "Pick up the remaining orphan cells.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 173,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
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                "rect": {
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                  "r_y1": 472.21,
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                  "r_y2": 463.66,
                  "r_x3": 483.86,
                  "r_y3": 463.66,
                  "coord_origin": "TOPLEFT"
                },
                "text": "There could be",
                "orig": "There could be",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 174,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y1": 484.17,
                  "r_x2": 545.12,
                  "r_y2": 475.62,
                  "r_x3": 308.86,
                  "r_y3": 475.62,
                  "coord_origin": "TOPLEFT"
                },
                "text": "cases, when after applying all the previous post-processing",
                "orig": "cases, when after applying all the previous post-processing",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 175,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_x1": 545.12,
                  "r_y1": 496.12,
                  "r_x2": 545.12,
                  "r_y2": 487.57,
                  "r_x3": 308.86,
                  "r_y3": 487.57,
                  "coord_origin": "TOPLEFT"
                },
                "text": "steps, some PDF cells could still remain without any match",
                "orig": "steps, some PDF cells could still remain without any match",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 176,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y0": 508.08,
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                  "r_y1": 508.08,
                  "r_x2": 381.9,
                  "r_y2": 499.52,
                  "r_x3": 308.86,
                  "r_y3": 499.52,
                  "coord_origin": "TOPLEFT"
                },
                "text": "to predicted cells.",
                "orig": "to predicted cells.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 177,
                "rgba": {
                  "r": 0,
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                  "b": 0,
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                },
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                  "r_y2": 499.52,
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                  "r_y3": 499.52,
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                },
                "text": "However, it is still possible to deduce",
                "orig": "However, it is still possible to deduce",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
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                  "r": 0,
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                  "r_y1": 520.03,
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                  "r_y2": 511.48,
                  "r_x3": 308.86,
                  "r_y3": 511.48,
                  "coord_origin": "TOPLEFT"
                },
                "text": "the correct matching for an orphan PDF cell by mapping its",
                "orig": "the correct matching for an orphan PDF cell by mapping its",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 179,
                "rgba": {
                  "r": 0,
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                  "b": 0,
                  "a": 255
                },
                "rect": {
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                  "r_y1": 531.99,
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                  "r_y2": 523.44,
                  "r_x3": 308.86,
                  "r_y3": 523.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "bounding box on the geometry of the grid.",
                "orig": "bounding box on the geometry of the grid.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 180,
                "rgba": {
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                  "a": 255
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                "rect": {
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                  "r_y1": 531.99,
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                  "r_y2": 523.44,
                  "r_x3": 489.19,
                  "r_y3": 523.44,
                  "coord_origin": "TOPLEFT"
                },
                "text": "This mapping",
                "orig": "This mapping",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 181,
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                  "a": 255
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                  "r_y1": 543.94,
                  "r_x2": 545.12,
                  "r_y2": 535.39,
                  "r_x3": 308.86,
                  "r_y3": 535.39,
                  "coord_origin": "TOPLEFT"
                },
                "text": "decides if the content of the orphan cell will be appended to",
                "orig": "decides if the content of the orphan cell will be appended to",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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              {
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                "rgba": {
                  "r": 0,
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                  "r_y1": 555.9,
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                  "r_y2": 547.35,
                  "r_x3": 308.86,
                  "r_y3": 547.35,
                  "coord_origin": "TOPLEFT"
                },
                "text": "an already matched table cell, or a new table cell should be",
                "orig": "an already matched table cell, or a new table cell should be",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "r_y3": 559.3,
                  "coord_origin": "TOPLEFT"
                },
                "text": "created to match with the orphan.",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9. Pick up the remaining orphan cells. There could be cases, when after applying all the previous post-processing steps, some PDF cells could still remain without any match to predicted cells. However, it is still possible to deduce the correct matching for an orphan PDF cell by mapping its bounding box on the geometry of the grid. This mapping decides if the content of the orphan cell will be appended to an already matched table cell, or a new table cell should be created to match with the orphan."
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                "text": "9a.",
                "orig": "9a.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                  "r_y3": 571.61,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Compute the top and bottom boundary of the hori-",
                "orig": "Compute the top and bottom boundary of the hori-",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                  "r_y1": 592.11,
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                  "r_y2": 583.56,
                  "r_x3": 308.86,
                  "r_y3": 583.56,
                  "coord_origin": "TOPLEFT"
                },
                "text": "zontal band for each grid row (min/max",
                "orig": "zontal band for each grid row (min/max",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "r_y2": 583.24,
                  "r_x3": 474.83,
                  "r_y3": 583.24,
                  "coord_origin": "TOPLEFT"
                },
                "text": "y",
                "orig": "y",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "r_y1": 592.11,
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                  "r_y2": 583.56,
                  "r_x3": 483.27,
                  "r_y3": 583.56,
                  "coord_origin": "TOPLEFT"
                },
                "text": "coordinates per",
                "orig": "coordinates per",
                "text_direction": "left_to_right",
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                "from_ocr": false
              },
              {
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                  "r_y2": 595.52,
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                },
                "text": "row).",
                "orig": "row).",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9a. Compute the top and bottom boundary of the horizontal band for each grid row (min/max y coordinates per row)."
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                "text": "9b.",
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                "text_direction": "left_to_right",
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                  "r_y0": 616.37,
                  "r_x1": 545.12,
                  "r_y1": 616.37,
                  "r_x2": 545.12,
                  "r_y2": 607.82,
                  "r_x3": 339.93,
                  "r_y3": 607.82,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Intersect the orphan's bounding box with the row",
                "orig": "Intersect the orphan's bounding box with the row",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 192,
                "rgba": {
                  "r": 0,
                  "g": 0,
                  "b": 0,
                  "a": 255
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                  "r_x3": 308.86,
                  "r_y3": 619.78,
                  "coord_origin": "TOPLEFT"
                },
                "text": "bands, and map the cell to the closest grid row.",
                "orig": "bands, and map the cell to the closest grid row.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
            "children": []
          },
          "text": "9b. Intersect the orphan's bounding box with the row bands, and map the cell to the closest grid row."
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          "page_no": 11,
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              "r": 545.12,
              "b": 664.54,
              "coord_origin": "TOPLEFT"
            },
            "confidence": 0.952,
            "cells": [
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                "index": 193,
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                  "g": 0,
                  "b": 0,
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                "orig": "9c.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "orig": "Compute the left and right boundary of the vertical",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                  "r": 0,
                  "g": 0,
                  "b": 0,
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                },
                "text": "band for each grid column (min/max",
                "orig": "band for each grid column (min/max",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                  "a": 255
                },
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                },
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                "text_direction": "left_to_right",
                "confidence": 1.0,
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                  "b": 0,
                  "a": 255
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                "text": "coordinates per col-",
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                "text_direction": "left_to_right",
                "confidence": 1.0,
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            ],
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          },
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          "id": 21,
          "page_no": 11,
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            "id": 21,
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            },
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                "orig": "9d. Intersect the orphan's bounding box with the column",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "bands, and map the cell to the closest grid column.",
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                "from_ocr": false
              }
            ],
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          },
          "text": "9d. Intersect the orphan's bounding box with the column bands, and map the cell to the closest grid column."
        },
        {
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          "page_no": 11,
          "cluster": {
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            "label": "text",
            "bbox": {
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              "r": 545.12,
              "b": 713.07,
              "coord_origin": "TOPLEFT"
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                "text": "9e. If the table cell under the identified row and column",
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                "from_ocr": false
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                },
                "text": "is not empty, extend its content with the content of the or-",
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                "confidence": 1.0,
                "from_ocr": false
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            ],
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          },
          "text": "9e. If the table cell under the identified row and column is not empty, extend its content with the content of the or-"
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      ],
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          "text": "9f.",
          "orig": "9f.",
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          "text": "Figure 12:",
          "orig": "Figure 12:",
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          "rendering_mode": -1,
          "widget": false,
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          "text": "Simple table predictions and post processing.",
          "orig": "Simple table predictions and post processing.",
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          "confidence": 1.0,
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          "rendering_mode": -1,
          "widget": false,
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          "text": "Figure 13:",
          "orig": "Figure 13:",
          "text_direction": "left_to_right",
          "confidence": 1.0,
          "from_ocr": false,
          "rendering_mode": -1,
          "widget": false,
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          "font_name": "/OHAIEK+NimbusRomNo9L-Regu"
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        {
          "index": 6,
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            "a": 255
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            "coord_origin": "TOPLEFT"
          },
          "text": "Table predictions example on colorful table.",
          "orig": "Table predictions example on colorful table.",
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          "confidence": 1.0,
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          "rendering_mode": -1,
          "widget": false,
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          "text": "Figure 14:",
          "orig": "Figure 14:",
          "text_direction": "left_to_right",
          "confidence": 1.0,
          "from_ocr": false,
          "rendering_mode": -1,
          "widget": false,
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          "text": "Example with multi-line text.",
          "orig": "Example with multi-line text.",
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          "from_ocr": false,
          "rendering_mode": -1,
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            "coord_origin": "TOPLEFT"
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          "text": "14",
          "orig": "14",
          "text_direction": "left_to_right",
          "confidence": 1.0,
          "from_ocr": false,
          "rendering_mode": -1,
          "widget": false,
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          "font_name": "/OHAIEK+NimbusRomNo9L-Regu"
        }
      ],
      "has_chars": false,
      "has_words": true,
      "has_lines": true,
      "image": null,
      "lines": []
    },
    "predictions": {
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                "text": "Figure 11:",
                "orig": "Figure 11:",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "Simple table with different style and empty",
                "orig": "Simple table with different style and empty",
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                "from_ocr": false
              },
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                "orig": "cells.",
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                "confidence": 1.0,
                "from_ocr": false
              }
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                "text": "Figure 12:",
                "orig": "Figure 12:",
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                "index": 4,
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                },
                "text": "Simple table predictions and post processing.",
                "orig": "Simple table predictions and post processing.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
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                "text": "Figure 13:",
                "orig": "Figure 13:",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              },
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                "index": 6,
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                  "r_y3": 371.95,
                  "coord_origin": "TOPLEFT"
                },
                "text": "Table predictions example on colorful table.",
                "orig": "Table predictions example on colorful table.",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
              }
            ],
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                "text": "Figure 14:",
                "orig": "Figure 14:",
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                "confidence": 1.0,
                "from_ocr": false
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                "orig": "Example with multi-line text.",
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                "from_ocr": false
              }
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                "from_ocr": false
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      "tablestructure": {
        "table_map": {}
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        {
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                "text": "Figure 11:",
                "orig": "Figure 11:",
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                "confidence": 1.0,
                "from_ocr": false
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                "index": 1,
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                "text": "Simple table with different style and empty",
                "orig": "Simple table with different style and empty",
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                "confidence": 1.0,
                "from_ocr": false
              },
              {
                "index": 2,
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          "text": "Figure 11: Simple table with different style and empty cells."
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                "text": "Figure 12:",
                "orig": "Figure 12:",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "text": "Simple table predictions and post processing.",
                "orig": "Simple table predictions and post processing.",
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                "from_ocr": false
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          "text": "Figure 12: Simple table predictions and post processing."
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                "text": "Figure 13:",
                "orig": "Figure 13:",
                "text_direction": "left_to_right",
                "confidence": 1.0,
                "from_ocr": false
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                "index": 6,
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                },
                "text": "Table predictions example on colorful table.",
                "orig": "Table predictions example on colorful table.",
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                "confidence": 1.0,
                "from_ocr": false
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            "children": []
          },
          "text": "Figure 13: Table predictions example on colorful table."
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          "label": "caption",
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          "page_no": 13,
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                "orig": "Figure 14:",
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          "rendering_mode": -1,
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          "rendering_mode": -1,
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            "r_y3": 734.4,
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          "text": "Figure 15:",
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          "index": 2,
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          "text": "Example of how post-processing helps to restore",
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