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  1. LICENSE +0 -395
  2. README.md +0 -210
  3. data/stackmathqa100k/all.jsonl +0 -3
  4. data/stackmathqa100k/answer_count_frequencies.txt +0 -15
  5. data/stackmathqa100k/source_counts.txt +0 -11
  6. data/stackmathqa1600k/all.jsonl +0 -3
  7. data/stackmathqa1600k/answer_count_frequencies.txt +0 -73
  8. data/stackmathqa1600k/meta.json +0 -3
  9. data/stackmathqa1600k/source_counts.txt +0 -11
  10. data/stackmathqa200k/all.jsonl +0 -3
  11. data/stackmathqa200k/answer_count_frequencies.txt +0 -19
  12. data/stackmathqa200k/meta.json +0 -3
  13. data/stackmathqa200k/source_counts.txt +0 -11
  14. data/stackmathqa400k/all.jsonl +0 -3
  15. data/stackmathqa400k/answer_count_frequencies.txt +0 -25
  16. data/stackmathqa400k/meta.json +0 -3
  17. data/stackmathqa400k/source_counts.txt +0 -11
  18. data/stackmathqa800k/all.jsonl +0 -3
  19. data/stackmathqa800k/answer_count_frequencies.txt +0 -37
  20. data/stackmathqa800k/meta.json +0 -3
  21. data/stackmathqa800k/source_counts.txt +0 -11
  22. preprocessed/README.md +0 -18
  23. preprocessed/stackexchange-math--1q1a/math.stackexchange.com.jsonl +0 -3
  24. preprocessed/stackexchange-math--1q1a/mathoverflow.net.jsonl +0 -3
  25. preprocessed/stackexchange-math--1q1a/physics.stackexchange.com.jsonl +0 -3
  26. preprocessed/stackexchange-math--1q1a/stats.stackexchange.com.jsonl +0 -3
  27. preprocessed/stackexchange-math/math.stackexchange.com.jsonl +0 -3
  28. preprocessed/stackexchange-math/mathoverflow.net.jsonl +0 -3
  29. preprocessed/stackexchange-math/physics.stackexchange.com.jsonl +0 -3
  30. preprocessed/stackexchange-math/stats.stackexchange.com.jsonl +0 -3
  31. data/stackmathqa100k/meta.json → stackmathqa100k/train/0000.parquet +2 -2
LICENSE DELETED
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README.md DELETED
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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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-
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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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-
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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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-
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- How to load data:
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-
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- ```python
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- from datasets import load_dataset
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-
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- ds = load_dataset("math-ai/StackMathQA", "stackmathqa1600k") # or any valid config_name
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- ```
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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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-
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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
77
-
78
- ```YAML
79
- dataset_info:
80
- features:
81
- - name: Q
82
- dtype: string
83
- description: "The mathematical question in LaTeX encoded format."
84
- - name: A_list
85
- dtype: sequence
86
- description: "The list of answers to the mathematical question, also in LaTeX encoded."
87
- - name: meta
88
- dtype: dict
89
- description: "A collection of metadata for each question and its corresponding answer list."
90
- ```
91
-
92
- 2. **Question and Single Answer Format**:
93
- 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.
94
- - `math.stackexchange.com.jsonl`: 1,407,739 lines
95
- - `mathoverflow.net.jsonl`: 166,592 lines
96
- - `stats.stackexchange.com.jsonl`: 156,143 lines
97
- - `physics.stackexchange.com.jsonl`: 226,532 lines
98
- - In total: **1,957,006** answers
99
-
100
- ```YAML
101
- dataset_info:
102
- features:
103
- - name: Q
104
- dtype: string
105
- description: "The mathematical question in LaTeX encoded format."
106
- - name: A
107
- dtype: string
108
- description: "The answer to the mathematical question, also in LaTeX encoded."
109
- - name: meta
110
- dtype: dict
111
- description: "A collection of metadata for each question-answer pair."
112
- ```
113
-
114
- ## Selected Data
115
- 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:
116
-
117
- ```YAML
118
- dataset_info:
119
- features:
120
- - name: Q
121
- dtype: string
122
- description: "The mathematical question in LaTeX encoded format."
123
- - name: A
124
- dtype: string
125
- description: "The answer to the mathematical question, also in LaTeX encoded."
126
- - name: meta
127
- dtype: dict
128
- description: "A collection of metadata for each question-answer pair."
129
- ```
130
-
131
- ### StackMathQA1600K
132
- - Location: `./data/stackmathqa1600k`
133
- - Contents:
134
- - `all.jsonl`: Containing 1.6 million entries.
135
- - `meta.json`: Metadata and additional information.
136
-
137
- ```bash
138
- Source: Stack Exchange (Math), Count: 1244887
139
- Source: MathOverflow, Count: 110041
140
- Source: Stack Exchange (Stats), Count: 99878
141
- Source: Stack Exchange (Physics), Count: 145194
142
- ```
143
-
144
- Similar structures are available for StackMathQA800K, StackMathQA400K, StackMathQA200K, and StackMathQA100K subsets.
145
-
146
- ### StackMathQA800K
147
- - Location: `./data/stackmathqa800k`
148
- - Contents:
149
- - `all.jsonl`: Containing 800k entries.
150
- - `meta.json`: Metadata and additional information.
151
-
152
- ```bash
153
- Source: Stack Exchange (Math), Count: 738850
154
- Source: MathOverflow, Count: 24276
155
- Source: Stack Exchange (Stats), Count: 15046
156
- Source: Stack Exchange (Physics), Count: 21828
157
- ```
158
-
159
- ### StackMathQA400K
160
-
161
- - Location: `./data/stackmathqa400k`
162
- - Contents:
163
- - `all.jsonl`: Containing 400k entries.
164
- - `meta.json`: Metadata and additional information.
165
-
166
- ```bash
167
- Source: Stack Exchange (Math), Count: 392940
168
- Source: MathOverflow, Count: 3963
169
- Source: Stack Exchange (Stats), Count: 1637
170
- Source: Stack Exchange (Physics), Count: 1460
171
- ```
172
-
173
- ### StackMathQA200K
174
-
175
- - Location: `./data/stackmathqa200k`
176
- - Contents:
177
- - `all.jsonl`: Containing 200k entries.
178
- - `meta.json`: Metadata and additional information.
179
-
180
- ```bash
181
- Source: Stack Exchange (Math), Count: 197792
182
- Source: MathOverflow, Count: 1367
183
- Source: Stack Exchange (Stats), Count: 423
184
- Source: Stack Exchange (Physics), Count: 418
185
- ```
186
-
187
- ### StackMathQA100K
188
-
189
- - Location: `./data/stackmathqa100k`
190
- - Contents:
191
- - `all.jsonl`: Containing 100k entries.
192
- - `meta.json`: Metadata and additional information.
193
-
194
- ```bash
195
- Source: Stack Exchange (Math), Count: 99013
196
- Source: MathOverflow, Count: 626
197
- Source: Stack Exchange (Stats), Count: 182
198
- Source: Stack Exchange (Physics), Count: 179
199
- ```
200
-
201
- ## Citation
202
- 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.
203
-
204
- ```bibtex
205
- @misc{stackmathqa2024,
206
- title={StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange},
207
- author={Zhang, Yifan},
208
- year={2024},
209
- }
210
- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- ## Preprocessed Data
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- In the `./stackexchange-math` directory and `./stackexchange-math--1q1a` directory, you will find the data structured in two formats:
3
-
4
- 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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-
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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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