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README.md
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---
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license:
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task_categories:
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language:
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pretty_name: StackMathQA
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size_categories:
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configs:
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- config_name: stackmathqa1600k
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data_files:
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default: true
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- config_name: stackmathqa800k
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data_files:
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- config_name: stackmathqa400k
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data_files:
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- config_name: stackmathqa200k
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data_files:
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- config_name: stackmathqa100k
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data_files:
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- config_name: preprocessed-1q1a
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data_files:
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- config_name: preprocessed-qalist
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data_files:
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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 data science.
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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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- `physics.stackexchange.com.jsonl`: 117,318 lines
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- In total: **1,138,426** questions
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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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- `physics.stackexchange.com.jsonl`: 226,532 lines
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- In total: **1,957,006** answers
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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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### 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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### 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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## 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 zhangyif21@tsinghua.edu.cn or open an issue if you have any questions.
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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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---
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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/stackmathqa400k/all.jsonl
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- config_name: preprocessed-1q1a
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data_files: preprocessed/stackexchange-math--1q1a/*.jsonl
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- config_name: preprocessed-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 data science.
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## Configs
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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/stackmathqa400k/all.jsonl
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- config_name: preprocessed-1q1a
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data_files: preprocessed/stackexchange-math--1q1a/*.jsonl
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- config_name: preprocessed-qalist
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data_files: preprocessed/stackexchange-math/*.jsonl
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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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- `physics.stackexchange.com.jsonl`: 117,318 lines
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- In total: **1,138,426** questions
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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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- `physics.stackexchange.com.jsonl`: 226,532 lines
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- In total: **1,957,006** answers
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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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```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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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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### StackMathQA400K
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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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### StackMathQA200K
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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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### StackMathQA100K
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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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## 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 zhangyif21@tsinghua.edu.cn or open an issue if you have any questions.
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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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