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--- |
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license: cc-by-4.0 |
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task_categories: |
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- text-generation |
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- question-answering |
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language: |
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- en |
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pretty_name: StackMathQA |
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size_categories: |
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- 1B<n<10B |
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configs: |
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- config_name: stackmathqa1600k |
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data_files: data/stackmathqa1600k/all.jsonl |
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default: true |
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- config_name: stackmathqa800k |
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data_files: data/stackmathqa800k/all.jsonl |
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- config_name: stackmathqa400k |
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data_files: data/stackmathqa400k/all.jsonl |
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- config_name: stackmathqa200k |
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data_files: data/stackmathqa200k/all.jsonl |
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- config_name: stackmathqa100k |
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data_files: data/stackmathqa100k/all.jsonl |
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- config_name: stackmathqafull-1q1a |
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data_files: preprocessed/stackexchange-math--1q1a/*.jsonl |
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- config_name: stackmathqafull-qalist |
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data_files: preprocessed/stackexchange-math/*.jsonl |
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tags: |
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- mathematical-reasoning |
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- reasoning |
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- finetuning |
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- pretraining |
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- llm |
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--- |
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# StackMathQA |
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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. |
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## Configs |
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|
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```YAML |
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configs: |
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- config_name: stackmathqa1600k |
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data_files: data/stackmathqa1600k/all.jsonl |
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default: true |
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- config_name: stackmathqa800k |
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data_files: data/stackmathqa800k/all.jsonl |
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- config_name: stackmathqa400k |
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data_files: data/stackmathqa400k/all.jsonl |
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- config_name: stackmathqa200k |
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data_files: data/stackmathqa200k/all.jsonl |
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- config_name: stackmathqa100k |
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data_files: data/stackmathqa100k/all.jsonl |
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- config_name: stackmathqafull-1q1a |
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data_files: preprocessed/stackexchange-math--1q1a/*.jsonl |
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- config_name: stackmathqafull-qalist |
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data_files: preprocessed/stackexchange-math/*.jsonl |
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``` |
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How to load data: |
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```python |
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from datasets import load_dataset |
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ds = load_dataset("wikimedia/wikipedia", "stackmathqa1600k") # or any valid config_name |
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``` |
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## Preprocessed Data |
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In the `./preprocessed/stackexchange-math` directory and `./preprocessed/stackexchange-math--1q1a` directory, you will find the data structured in two formats: |
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1. **Question and List of Answers Format**: |
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Each entry is structured as {"Q": "question", "A_List": ["answer1", "answer2", ...]}. |
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- `math.stackexchange.com.jsonl`: 827,439 lines |
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- `mathoverflow.net.jsonl`: 90,645 lines |
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- `stats.stackexchange.com.jsonl`: 103,024 lines |
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- `physics.stackexchange.com.jsonl`: 117,318 lines |
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- In total: **1,138,426** questions |
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|
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```YAML |
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dataset_info: |
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features: |
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- name: Q |
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dtype: string |
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description: "The mathematical question in LaTeX encoded format." |
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- name: A_list |
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dtype: sequence |
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description: "The list of answers to the mathematical question, also in LaTeX encoded." |
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- name: meta |
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dtype: dict |
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description: "A collection of metadata for each question and its corresponding answer list." |
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``` |
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2. **Question and Single Answer Format**: |
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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. |
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- `math.stackexchange.com.jsonl`: 1,407,739 lines |
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- `mathoverflow.net.jsonl`: 166,592 lines |
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- `stats.stackexchange.com.jsonl`: 156,143 lines |
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- `physics.stackexchange.com.jsonl`: 226,532 lines |
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- In total: **1,957,006** answers |
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|
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```YAML |
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dataset_info: |
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features: |
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- name: Q |
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dtype: string |
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description: "The mathematical question in LaTeX encoded format." |
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- name: A |
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dtype: string |
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description: "The answer to the mathematical question, also in LaTeX encoded." |
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- name: meta |
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dtype: dict |
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description: "A collection of metadata for each question-answer pair." |
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``` |
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## Selected Data |
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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: |
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|
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```YAML |
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dataset_info: |
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features: |
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- name: Q |
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dtype: string |
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description: "The mathematical question in LaTeX encoded format." |
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- name: A |
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dtype: string |
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description: "The answer to the mathematical question, also in LaTeX encoded." |
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- name: meta |
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dtype: dict |
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description: "A collection of metadata for each question-answer pair." |
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``` |
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### StackMathQA1600K |
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- Location: `./data/stackmathqa1600k` |
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- Contents: |
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- `all.jsonl`: Containing 1.6 million entries. |
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- `meta.json`: Metadata and additional information. |
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|
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```bash |
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Source: Stack Exchange (Math), Count: 1244887 |
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Source: MathOverflow, Count: 110041 |
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Source: Stack Exchange (Stats), Count: 99878 |
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Source: Stack Exchange (Physics), Count: 145194 |
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``` |
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Similar structures are available for StackMathQA800K, StackMathQA400K, StackMathQA200K, and StackMathQA100K subsets. |
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### StackMathQA800K |
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- Location: `./data/stackmathqa800k` |
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- Contents: |
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- `all.jsonl`: Containing 800k entries. |
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- `meta.json`: Metadata and additional information. |
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|
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```bash |
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Source: Stack Exchange (Math), Count: 738850 |
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Source: MathOverflow, Count: 24276 |
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Source: Stack Exchange (Stats), Count: 15046 |
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Source: Stack Exchange (Physics), Count: 21828 |
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``` |
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### StackMathQA400K |
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|
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- Location: `./data/stackmathqa400k` |
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- Contents: |
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- `all.jsonl`: Containing 400k entries. |
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- `meta.json`: Metadata and additional information. |
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|
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```bash |
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Source: Stack Exchange (Math), Count: 392940 |
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Source: MathOverflow, Count: 3963 |
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Source: Stack Exchange (Stats), Count: 1637 |
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Source: Stack Exchange (Physics), Count: 1460 |
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``` |
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### StackMathQA200K |
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|
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- Location: `./data/stackmathqa200k` |
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- Contents: |
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- `all.jsonl`: Containing 200k entries. |
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- `meta.json`: Metadata and additional information. |
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|
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```bash |
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Source: Stack Exchange (Math), Count: 197792 |
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Source: MathOverflow, Count: 1367 |
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Source: Stack Exchange (Stats), Count: 423 |
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Source: Stack Exchange (Physics), Count: 418 |
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``` |
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### StackMathQA100K |
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|
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- Location: `./data/stackmathqa100k` |
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- Contents: |
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- `all.jsonl`: Containing 100k entries. |
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- `meta.json`: Metadata and additional information. |
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|
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```bash |
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Source: Stack Exchange (Math), Count: 99013 |
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Source: MathOverflow, Count: 626 |
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Source: Stack Exchange (Stats), Count: 182 |
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Source: Stack Exchange (Physics), Count: 179 |
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``` |
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## Citation |
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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. |
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|
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```bibtex |
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@misc{stackmathqa2024, |
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title={StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange}, |
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author={Zhang, Yifan}, |
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year={2024}, |
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} |
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``` |
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