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README.md

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 pretty_name: DocGenome
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+---
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+# DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models
+
+**paper link**: [DocGenome](https://huggingface.co/papers/2406.11633)
+
+We present DocGenome, a structured document dataset constructed by annotating 500K scientific documents from 153 disciplines in the arXiv open-access community, using our custom auto-labeling pipeline DocParser. DocGenome features four characteristics:
+
+- 1) Completeness: It is the first dataset to structure data from all modalities including 13 layout attributes along with their \LaTeX\ source codes. 
+- 2) Logicality: It provides 6 logical relationships between different entities within each scientific document. 
+- 3) Diversity: It covers various document-oriented tasks, including document classification, visual grounding, document layout detection, document transformation, open-ended single-page QA and multi-page QA.  
+- 4) Correctness: It undergoes rigorous quality control checks conducted by a specialized team. 
+
+
+## Highlight:
+- **Data quality rating**: for each structured document in DocGenome [shown here](https://huggingface.co/datasets/U4R/DocGenome/blob/main/tire_classification_train.json)
+- **Tutorials** on how to use the [DocGenome dataset](https://github.com/UniModal4Reasoning/DocGenome/blob/main/tutorials/tutorial.ipynb).
+- **TestSet** downloads from [Huggingface](https://huggingface.co/datasets/U4R/DocGenome-Testset-DocQA/tree/main ). If you want to evaluate your model on TestSet, please refer to [Evaluation](https://github.com/UniModal4Reasoning/DocGenome/blob/main/docs/Evaluation_README.md).
+
+
+## DocGenome Benchmark Introduction
+
+| Datasets                | \# Discipline | \# Category of Units  | \# Pages in Train-set       | \# Pages in Test-set | \# Task    | \# Used Metric | Publication | Entity Relations          |
+|------------------------------------------|--------------------------------|-----------------|--------------------|--------------|------------|--------------------|-------------|-----------------|
+|                                          |                      
+| DocVQA         | -                              | N/A             | 11K                | 1K           | 1          | 2                  | 1960-2000   | ❎     |
+| DocLayNet | -                              | 11              | 80K                | 8K           | 1          | 1                  | -           | ❎     |
+| DocBank            | -                              | 13              | 0.45M              | **50K** | 3          | 1                  | 2014-2018   | ❎     |
+| PubLayNet   | -                              | 5               | 0.34M              | 12K          | 1          | 1                  | -           | ❎     |
+| VRDU               | -                              | 10              | 7K                 | 3K           | 3          | 1                  | -           | ❎     |
+| DUDE             | -                              | N/A             | 20K                | 6K           | 3          | 3                  | 1860-2022   | ❎     |
+| D^4LA             | -                              | **27**    | 8K                 | 2K           | 1          | 3                  | -           | ❎     |
+| Fox Benchmark       | -                              | 5               | N/A (No train-set) | 0.2K         | 3          | 5                  | -           | ❎     |
+| ArXivCap        | 32                             | N/A             | 6.4M*           | N/A          | 4          | 3                  | -           | ❎    |
+| DocGenome (ours)                | **153**                   | 13              | **6.8M**      | 9K           | **7** | **7**         | 2007-2022   | ✅     |
+
+
+&ensp;
+------------------------
+
+### Definition of relationships between component units
+DocGenome contains 4 level relation types and 2 cite relation types, as shown in the following table:
+
+| **Name**       | Description         | Example                 |
+|--------------------------------------|---------------------------------------------------------|----------------------------------------------------------------------------|
+| Identical         | Two blocks share the same source code.                           | Cross-column text; Cross-page text.                                        |
+| Title adjacent      | The two titles are adjacent.                                     | (\section\{introduction\}, \section\{method\}) |
+| Subordinate        | One block is a subclass of another block.                        | (\section\{introduction\}, paragraph within Introduction)    |
+| Non-title adjacent  | The two text or equation blocks are adjacent.                    | (Paragraph 1, Paragraph 2)                                                 |
+| Explicitly-referred | One block refers to another block via footnote, reference, etc.  | (As shown in \ref\{Fig: 5\} ..., Figure 5)                   |
+| Implicitly-referred | The caption block refers to the corresponding float environment. | (Table Caption 1, Table 1)           
+</details>
+
+### Attribute of component units
+DocGenome has 13 attributes of component units, which can be categorized into two classes
+- **1) Fixed-form units**, including Text, Title, Abstract, etc., which are characterized by sequential reading and hierarchical relationships readily discernible from the list obtained in Stage-two of the designed DocParser.
+- **2) Floating-form units**, including Table, Figure, etc., which establish directional references to fixed-form units through commands like \texttt{\textbackslash ref} and \texttt{\textbackslash label}.
+
+| **Index**  | **Category** | **Notes**                           |
+|----------------|-------------------|------------------------------------------|
+| 0              | Algorithm         |                                          |
+| 1              | Caption           | Titles of Images, Tables, and Algorithms |
+| 2              | Equation          |                                          |
+| 3              | Figure            |                                          |
+| 4              | Footnote          |                                          |
+| 5              | List              |                                          |
+| 7              | Table             |                                          |
+| 8              | Text              |                                          |
+| 9              | Text-EQ           | Text block with inline equations         |
+| 10             | Title             | Section titles                           |
+| 12             | PaperTitle        |                                          |
+| 13             | Code              |                                          |
+| 14             | Abstract          |                                          |
+
+
+## Citation
+If you find our work useful in your research, please consider citing Fox:
+```bibtex
+@article{xia2024docgenome,
+  title={DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models},
+  author={Xia, Renqiu and Mao, Song and Yan, Xiangchao and Zhou, Hongbin and Zhang, Bo and Peng, Haoyang and Pi, Jiahao and Fu, Daocheng and Wu, Wenjie and Ye, Hancheng and others},
+  journal={arXiv preprint arXiv:2406.11633},
+  year={2024}
+}
+```