Datasets:
Tasks:
Question Answering
Modalities:
Image
Formats:
imagefolder
Languages:
English
Size:
1K - 10K
License:
Update README.md
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README.md
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---
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license: mit
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task_categories:
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- question-answering
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language:
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- en
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size_categories:
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- 1K<n<10K
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---
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**
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---
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license: mit
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task_categories:
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- question-answering
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language:
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- en
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size_categories:
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- 1K<n<10K
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---
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**Introduction of MV-MATH:**
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**MV-MATH** is a meticulously curated dataset of 2,009 high-quality mathematical problems. Each problem integrates multiple images interleaved with text, derived from authentic K-12 scenarios, and enriched with detailed annotations. **MV-MATH** includes multiple-choice, free-form, and multi-step questions, covering 11 subject areas across 3 difficulty levels, and serves as a comprehensive and rigorous benchmark for assessing MLLMs’ mathematical reasoning in multi-visual contexts.
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**Data Format**
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The dataset is provided in json format and contains the following attributes:
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```python
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{
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"problem_id": the id number of each problem,
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"question": the input question text,
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"input_image": the images related to the question,
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"is_multi_img": true, every question in MV-MATH is with more than 2 images,
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"answer": the answer of the question,
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"answer_type": choice or free-form or multi-step,
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"difficulty": Low, Medium or High,
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"grade": Elementary, Junior or Senior,
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"subject": Analytic Geometry, Algebra, Metric Geometry, Combinatorics, Transformation Geometry, Logic, Solid Geometry, Arithmetic, Combinatorial Geometry, Descriptive Geometry or Statistics,
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"image_relavance": 0 or 1, 1 represents that images are interrelated and understanding one image necessitates information from another, and 0 means that images are unrelated and can be interpreted independently without reference to other images,
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"analysis": More detailed problem-solving process
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}
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```
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Here is an example:
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```python
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{
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"problem_id": 1,
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"question": "In the given solid shapes, which can be obtained by rotating a plane figure around a certain straight line for a full revolution?\nA.\n\n<image_1>\nB.\n\n<image_2>\nC.\n\n<image_3>\nD.\n\n<image_4>",
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"input_image": [
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"batch10-2024_06_14_13894f5e3499bf65de58g_0006_1.jpg",
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"batch10-2024_06_14_13894f5e3499bf65de58g_0006_2.jpg",
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"batch10-2024_06_14_13894f5e3499bf65de58g_0006_3.jpg",
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"batch10-2024_06_14_13894f5e3499bf65de58g_0006_4.jpg"
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],
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"is_multi_img": true,
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"answer": "B",
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"answer_type": "choice",
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"difficulty": "Low",
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"grade": "Junior",
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"subject": "Solid Geometry",
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"image_relavance": "0",
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"analysis": "Solution: Since a solid obtained by rotating a plane figure around a certain straight line must have a curved surface,\n\nTherefore, option B fits the requirement;\n\nHence, the answer is: B.\n\n[Key Insight] This question examines the concepts of points, lines, surfaces, and solids. Understanding that \"a moving point forms a line, a moving line forms a surface, and a moving surface forms a solid\" is crucial to solving the problem."
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}
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```
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