Add StackMathQA v0.0.1 files

.gitattributes

@@ -53,3 +53,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+# JSON files
+*.json filter=lfs diff=lfs merge=lfs -text
+*.jsonl filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2024 Yifan Zhang
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -0,0 +1,93 @@
+---
+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 format."
+    - name: metadata
+      dtype: object
+      description: "A collection of metadata for each question-answer pair."
+      fields:
+        - name: language
+          dtype: string
+          description: "The language in which the question and answer are written."
+        - name: url
+          dtype: string
+          description: "The URL of the original question on Stack Exchange."
+        - name: timestamp
+          dtype: string
+          description: "The date and time when the question was posted."
+        - name: source
+          dtype: string
+          description: "The source from which the data was obtained, in this case, Stack Exchange."
+        - name: question_score
+          dtype: integer
+          description: "The score (upvotes - downvotes) of the question."
+        - name: answer_count
+          dtype: integer
+          description: "The number of answers the question received."
+        - name: answer_id
+          dtype: integer
+          description: "A unique identifier for the answer."
+  license: mit
+  task_categories:
+    - text-generation
+  language:
+    - en
+  pretty_name: StackMathQA
+  size_categories:
+    - 1B<n<10B
+---
+
+# 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 data science.
+
+## 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
+
+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
+  
+## 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:
+
+### StackMathQA1600K
+- Location: `./data/stackmathqa1600k`
+- Contents:
+  - `all.jsonl`: Containing 1.6 million entries.
+  - `meta.json`: Metadata and additional information.
+
+### StackMathQA800K
+- Location: `./data/stackmathqa800k`
+- Contents:
+  - `all.jsonl`: Containing 800k entries.
+  - `meta.json`: Metadata and additional information.
+
+Similar structures are available for StackMathQA400K, StackMathQA200K, and StackMathQA100K subsets.
+
+## 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 zhangyif21@tsinghua.edu.cn or open an issue if you have any questions.
+
+```bibtex
+@misc{stackmathqa2024,
+      title={StackMathQA: A Curated Collection of 2 Million High-Quality Mathematical Questions and Answers Sourced from Stack Exchange}, 
+      author={Yifan Zhang, et al.},
+      year={2024},
+}
+```

data/stackmathqa100k/all.jsonl

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+size 181243920

data/stackmathqa100k/answer_count_frequencies.txt

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+Answer Count: 15, Frequency: 2
+Answer Count: 18, Frequency: 1

data/stackmathqa100k/meta.json

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data/stackmathqa100k/source_counts.txt

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+Source: Stack Exchange (Math), Count: 99013
+Source: MathOverflow, Count: 626
+Source: Stack Exchange (Stats), Count: 182
+Source: Stack Exchange (Physics), Count: 179
+
+
+Line Counts of Original JSONL Files:
+math.stackexchange.com.jsonl: 1407739 lines
+mathoverflow.net.jsonl: 166592 lines
+stats.stackexchange.com.jsonl: 156143 lines
+physics.stackexchange.com.jsonl: 226532 lines

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data/stackmathqa1600k/meta.json

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+Source: Stack Exchange (Math), Count: 1244887
+Source: MathOverflow, Count: 110041
+Source: Stack Exchange (Stats), Count: 99878
+Source: Stack Exchange (Physics), Count: 145194
+
+
+Line Counts of Original JSONL Files:
+math.stackexchange.com.jsonl: 1407739 lines
+mathoverflow.net.jsonl: 166592 lines
+stats.stackexchange.com.jsonl: 156143 lines
+physics.stackexchange.com.jsonl: 226532 lines

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+Source: Stack Exchange (Math), Count: 197792
+Source: MathOverflow, Count: 1367
+Source: Stack Exchange (Stats), Count: 423
+Source: Stack Exchange (Physics), Count: 418
+
+
+Line Counts of Original JSONL Files:
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+mathoverflow.net.jsonl: 166592 lines
+stats.stackexchange.com.jsonl: 156143 lines
+physics.stackexchange.com.jsonl: 226532 lines

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+Source: MathOverflow, Count: 3963
+Source: Stack Exchange (Stats), Count: 1637
+Source: Stack Exchange (Physics), Count: 1460
+
+
+Line Counts of Original JSONL Files:
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+mathoverflow.net.jsonl: 166592 lines
+stats.stackexchange.com.jsonl: 156143 lines
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+Source: MathOverflow, Count: 24276
+Source: Stack Exchange (Stats), Count: 15046
+Source: Stack Exchange (Physics), Count: 21828
+
+
+Line Counts of Original JSONL Files:
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+mathoverflow.net.jsonl: 166592 lines
+stats.stackexchange.com.jsonl: 156143 lines
+physics.stackexchange.com.jsonl: 226532 lines

preprocessed/README.md

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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
+   - `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
+
+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

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