Duplicate from math-ai/StackMathQA

Co-authored-by: Yifan Zhang <[email protected]>

.gitattributes

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README.md

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+---
+license: cc-by-4.0
+task_categories:
+- text-generation
+- question-answering
+language:
+- en
+pretty_name: StackMathQA
+size_categories:
+- 1B<n<10B
+configs:
+- config_name: stackmathqa1600k
+  data_files: data/stackmathqa1600k/all.jsonl
+  default: true
+- config_name: stackmathqa800k
+  data_files: data/stackmathqa800k/all.jsonl
+- config_name: stackmathqa400k
+  data_files: data/stackmathqa400k/all.jsonl
+- config_name: stackmathqa200k
+  data_files: data/stackmathqa200k/all.jsonl
+- config_name: stackmathqa100k
+  data_files: data/stackmathqa100k/all.jsonl
+- config_name: stackmathqafull-1q1a
+  data_files: preprocessed/stackexchange-math--1q1a/*.jsonl
+- config_name: stackmathqafull-qalist
+  data_files: preprocessed/stackexchange-math/*.jsonl
+tags:
+- mathematical-reasoning
+- reasoning
+- finetuning
+- pretraining
+- llm
+---
+
+# StackMathQA
+StackMathQA is a meticulously curated collection of **2 million** mathematical questions and answers, sourced from various Stack Exchange sites. This repository is designed to serve as a comprehensive resource for researchers, educators, and enthusiasts in the field of mathematics and AI research.
+
+## Configs
+
+```YAML
+configs:
+- config_name: stackmathqa1600k
+  data_files: data/stackmathqa1600k/all.jsonl
+  default: true
+- config_name: stackmathqa800k
+  data_files: data/stackmathqa800k/all.jsonl
+- config_name: stackmathqa400k
+  data_files: data/stackmathqa400k/all.jsonl
+- config_name: stackmathqa200k
+  data_files: data/stackmathqa200k/all.jsonl
+- config_name: stackmathqa100k
+  data_files: data/stackmathqa100k/all.jsonl
+- config_name: stackmathqafull-1q1a
+  data_files: preprocessed/stackexchange-math--1q1a/*.jsonl
+- config_name: stackmathqafull-qalist
+  data_files: preprocessed/stackexchange-math/*.jsonl
+```
+
+How to load data:
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("math-ai/StackMathQA", "stackmathqa1600k") # or any valid config_name
+```
+
+## Preprocessed Data
+In the `./preprocessed/stackexchange-math` directory and `./preprocessed/stackexchange-math--1q1a` directory, you will find the data structured in two formats:
+
+1. **Question and List of Answers Format**:
+   Each entry is structured as {"Q": "question", "A_List": ["answer1", "answer2", ...]}.
+   - `math.stackexchange.com.jsonl`: 827,439 lines
+   - `mathoverflow.net.jsonl`: 90,645 lines
+   - `stats.stackexchange.com.jsonl`: 103,024 lines
+   - `physics.stackexchange.com.jsonl`: 117,318 lines
+   - In total: **1,138,426** questions
+
+```YAML
+dataset_info:
+  features:
+    - name: Q
+      dtype: string
+      description: "The mathematical question in LaTeX encoded format."
+    - name: A_list
+      dtype: sequence
+      description: "The list of answers to the mathematical question, also in LaTeX encoded."
+    - name: meta
+      dtype: dict
+      description: "A collection of metadata for each question and its corresponding answer list."
+```
+
+2. **Question and Single Answer Format**:
+   Each line contains a question and one corresponding answer, structured as {"Q": "question", "A": "answer"}. Multiple answers for the same question are separated into different lines.
+   - `math.stackexchange.com.jsonl`: 1,407,739 lines
+   - `mathoverflow.net.jsonl`: 166,592 lines
+   - `stats.stackexchange.com.jsonl`: 156,143 lines
+   - `physics.stackexchange.com.jsonl`: 226,532 lines
+   - In total: **1,957,006** answers
+  
+```YAML
+dataset_info:
+  features:
+    - name: Q
+      dtype: string
+      description: "The mathematical question in LaTeX encoded format."
+    - name: A
+      dtype: string
+      description: "The answer to the mathematical question, also in LaTeX encoded."
+    - name: meta
+      dtype: dict
+      description: "A collection of metadata for each question-answer pair."
+```
+  
+## Selected Data
+The dataset has been carefully curated using importance sampling. We offer selected subsets of the dataset (`./preprocessed/stackexchange-math--1q1a`) with different sizes to cater to varied needs:
+
+```YAML
+dataset_info:
+  features:
+    - name: Q
+      dtype: string
+      description: "The mathematical question in LaTeX encoded format."
+    - name: A
+      dtype: string
+      description: "The answer to the mathematical question, also in LaTeX encoded."
+    - name: meta
+      dtype: dict
+      description: "A collection of metadata for each question-answer pair."
+```
+
+### StackMathQA1600K
+- Location: `./data/stackmathqa1600k`
+- Contents:
+  - `all.jsonl`: Containing 1.6 million entries.
+  - `meta.json`: Metadata and additional information.
+
+```bash
+Source: Stack Exchange (Math), Count: 1244887
+Source: MathOverflow, Count: 110041
+Source: Stack Exchange (Stats), Count: 99878
+Source: Stack Exchange (Physics), Count: 145194
+```
+
+Similar structures are available for StackMathQA800K, StackMathQA400K, StackMathQA200K, and StackMathQA100K subsets.
+
+### StackMathQA800K
+- Location: `./data/stackmathqa800k`
+- Contents:
+  - `all.jsonl`: Containing 800k entries.
+  - `meta.json`: Metadata and additional information.
+ 
+```bash
+Source: Stack Exchange (Math), Count: 738850
+Source: MathOverflow, Count: 24276
+Source: Stack Exchange (Stats), Count: 15046
+Source: Stack Exchange (Physics), Count: 21828
+```
+
+### StackMathQA400K
+
+- Location: `./data/stackmathqa400k`
+- Contents:
+  - `all.jsonl`: Containing 400k entries.
+  - `meta.json`: Metadata and additional information.
+  
+```bash
+Source: Stack Exchange (Math), Count: 392940
+Source: MathOverflow, Count: 3963
+Source: Stack Exchange (Stats), Count: 1637
+Source: Stack Exchange (Physics), Count: 1460
+```
+ 
+### StackMathQA200K
+
+- Location: `./data/stackmathqa200k`
+- Contents:
+  - `all.jsonl`: Containing 200k entries.
+  - `meta.json`: Metadata and additional information.
+
+```bash
+Source: Stack Exchange (Math), Count: 197792
+Source: MathOverflow, Count: 1367
+Source: Stack Exchange (Stats), Count: 423
+Source: Stack Exchange (Physics), Count: 418
+```
+
+### StackMathQA100K
+
+- Location: `./data/stackmathqa100k`
+- Contents:
+  - `all.jsonl`: Containing 100k entries.
+  - `meta.json`: Metadata and additional information.
+
+```bash
+Source: Stack Exchange (Math), Count: 99013
+Source: MathOverflow, Count: 626
+Source: Stack Exchange (Stats), Count: 182
+Source: Stack Exchange (Physics), Count: 179
+```
+
+## Citation
+We appreciate your use of StackMathQA in your work. If you find this repository helpful, please consider citing it and star this repo. Feel free to contact [email protected] or open an issue if you have any questions.
+
+```bibtex
+@misc{stackmathqa2024,
+      title={StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange}, 
+      author={Zhang, Yifan},
+      year={2024},
+}
+```

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+## Preprocessed Data
+In the `./stackexchange-math` directory and `./stackexchange-math--1q1a` directory, you will find the data structured in two formats:
+
+1. **Question and List of Answers Format**:
+   Each entry is structured as {"Q": "question", "A_List": ["answer1", "answer2", ...]}.
+   - `math.stackexchange.com.jsonl`: 827,439 lines
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+   - `stats.stackexchange.com.jsonl`: 103,024 lines
+   - `physics.stackexchange.com.jsonl`: 117,318 lines
+   - In total: **1,138,426** questions
+
+2. **Question and Single Answer Format**:
+   Each line contains a question and one corresponding answer, structured as {"Q": "question", "A": "answer"}. Multiple answers for the same question are separated into different lines.
+   - `math.stackexchange.com.jsonl`: 1,407,739 lines
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+   - `stats.stackexchange.com.jsonl`: 156,143 lines
+   - `physics.stackexchange.com.jsonl`: 226,532 lines
+   - In total: **1,957,006** answers

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