Duplicate from AI4Math/MathVerse

Co-authored-by: Dongzhi Jiang <CaraJ@users.noreply.huggingface.co>

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+*.pcm filter=lfs diff=lfs merge=lfs -text
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README.md

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+---
+task_categories:
+- multiple-choice
+- question-answering
+- visual-question-answering
+language:
+- en
+size_categories:
+- 1K<n<10K
+configs:
+- config_name: testmini
+  data_files:
+  - split: testmini
+    path: testmini.parquet
+- config_name: testmini_text_only
+  data_files:
+  - split: testmini_text_only
+    path: testmini_text_only.parquet
+dataset_info:
+- config_name: testmini
+  features:
+  - name: sample_index
+    dtype: string
+  - name: problem_index
+    dtype: string
+  - name: problem_version
+    dtype: string
+  - name: question
+    dtype: string
+  - name: image
+    dtype: image
+  - name: answer
+    dtype: string
+  - name: question_type
+    dtype: string
+  - name: metadata
+    struct:
+    - name: split
+      dtype: string
+    - name: source
+      dtype: string
+    - name: subject
+      dtype: string
+    - name: subfield
+      dtype: string
+  - name: query_wo
+    dtype: string
+  - name: query_cot
+    dtype: string
+  - name: question_for_eval
+    dtype: string
+  splits:
+  - name: testmini
+    num_bytes: 166789963
+    num_examples: 3940
+- config_name: testmini_text_only
+  features:
+  - name: sample_index
+    dtype: string
+  - name: problem_index
+    dtype: string
+  - name: problem_version
+    dtype: string
+  - name: question
+    dtype: string
+  - name: image
+    dtype: string
+  - name: answer
+    dtype: string
+  - name: question_type
+    dtype: string
+  - name: metadata
+    struct:
+    - name: split
+      dtype: string
+    - name: source
+      dtype: string
+    - name: subject
+      dtype: string
+    - name: subfield
+      dtype: string
+  - name: query_wo
+    dtype: string
+  - name: query_cot
+    dtype: string
+  - name: question_for_eval
+    dtype: string
+  splits:
+  - name: testmini_text_only
+    num_bytes: 250959
+    num_examples: 788
+license: mit
+---
+# Dataset Card for MathVerse
+
+- [Dataset Description](https://huggingface.co/datasets/AI4Math/MathVerse/blob/main/README.md#dataset-description)
+- [Paper Information](https://huggingface.co/datasets/AI4Math/MathVerse/blob/main/README.md#paper-information)
+- [Dataset Examples](https://huggingface.co/datasets/AI4Math/MathVerse/blob/main/README.md#dataset-examples)
+- [Leaderboard](https://huggingface.co/datasets/AI4Math/MathVerse/blob/main/README.md#leaderboard)
+- [Citation](https://huggingface.co/datasets/AI4Math/MathVerse/blob/main/README.md#citation)
+
+## Dataset Description
+The capabilities of **Multi-modal Large Language Models (MLLMs)** in **visual math problem-solving** remain insufficiently evaluated and understood. We investigate current benchmarks to incorporate excessive visual content within textual questions, which potentially assist MLLMs in deducing answers without truly interpreting the input diagrams.
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/ZrrSkywalker/MathVerse/main/figs/fig1.png" width="90%"> <br>
+</p>
+
+To this end, we introduce **MathVerse**, an all-around visual math benchmark designed for an equitable and in-depth evaluation of MLLMs. We meticulously collect 2,612 high-quality, multi-subject math problems with diagrams from publicly available sources. Each problem is then transformed by human annotators into **six distinct versions**, each offering varying degrees of information content in multi-modality, contributing to **15K** test samples in total. This approach allows MathVerse to comprehensively assess ***whether and how much MLLMs can truly understand the visual diagrams for mathematical reasoning.*** 
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/ZrrSkywalker/MathVerse/main/figs/fig2.png" width="90%"> <br>
+    Six different versions of each problem in <b>MathVerse</b> transformed by expert annotators.
+</p>
+
+In addition, we propose a **Chain-of-Thought (CoT) Evaluation strategy** for a fine-grained assessment of the output answers. Rather than naively judging True or False, we employ GPT-4(V) to adaptively extract crucial reasoning steps, and then score each step with detailed error analysis, which can reveal the intermediate CoT reasoning quality by MLLMs.
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/ZrrSkywalker/MathVerse/main/figs/fig3.png" width="90%"> <br>
+    The two phases of the CoT evaluation strategy.
+</p>
+
+## Paper Information
+- Code: https://github.com/ZrrSkywalker/MathVerse
+- Project: https://mathverse-cuhk.github.io/
+- Visualization: https://mathverse-cuhk.github.io/#visualization
+- Leaderboard: https://mathverse-cuhk.github.io/#leaderboard
+- Paper: https://arxiv.org/abs/2403.14624
+
+## Dataset Examples
+🖱 Click to expand the examples for six problems versions within three subjects</summary>
+
+<details>
+<summary>🔍 Plane Geometry</summary>
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/ZrrSkywalker/MathVerse/main/figs/ver1.png" width="50%"> <br>
+</p>
+</details>
+
+<details>
+<summary>🔍 Solid Geometry</summary>
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/ZrrSkywalker/MathVerse/main/figs/ver2.png" width="50%"> <br>
+</p>
+</details>
+
+<details>
+<summary>🔍 Functions</summary>
+
+<p align="center">
+    <img src="https://raw.githubusercontent.com/ZrrSkywalker/MathVerse/main/figs/ver3.png" width="50%"> <br>
+</p>
+</details>
+
+## Leaderboard
+### Contributing to the Leaderboard
+
+🚨 The [Leaderboard](https://mathverse-cuhk.github.io/#leaderboard) is continuously being updated. 
+
+The evaluation instructions and tools will be released soon. For now, please send your results on the ***testmini*** set to this email: 1700012927@pku.edu.cn. Please refer to the following template to prepare your result json file.
+
+- [output_testmini_template.json]()
+
+## License
+This project is released under the MIT license.
+
+## Citation
+
+If you find **MathVerse** useful for your research and applications, please kindly cite using this BibTeX:
+
+```latex
+@inproceedings{zhang2024mathverse,
+  title={MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?},
+  author={Renrui Zhang, Dongzhi Jiang, Yichi Zhang, Haokun Lin, Ziyu Guo, Pengshuo Qiu, Aojun Zhou, Pan Lu, Kai-Wei Chang, Peng Gao, Hongsheng Li},
+  booktitle={arXiv},
+  year={2024}
+}
+```

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