Duplicate from MathGenie/MathCode-Pile
Browse filesCo-authored-by: MathGenie <MathGenie@users.noreply.huggingface.co>
This view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +177 -0
- README.md +47 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0000.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0001.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0002.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0003.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0004.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0005.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0006.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0007.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0008.jsonl +3 -0
- cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0009.jsonl +3 -0
- jupyter-script_filtered/decontaminated_package-filtered_train-00000-of-00008.jsonl +3 -0
- jupyter-script_filtered/decontaminated_package-filtered_train-00001-of-00008.jsonl +3 -0
- jupyter-script_filtered/decontaminated_package-filtered_train-00002-of-00008.jsonl +3 -0
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- jupyter-script_filtered/decontaminated_package-filtered_train-00004-of-00008.jsonl +3 -0
- jupyter-script_filtered/decontaminated_package-filtered_train-00005-of-00008.jsonl +3 -0
- jupyter-script_filtered/decontaminated_package-filtered_train-00006-of-00008.jsonl +3 -0
- jupyter-script_filtered/decontaminated_package-filtered_train-00007-of-00008.jsonl +3 -0
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- jupyter-structured_filtered/decontaminated_package-filtered_train-00002-of-00006.jsonl +3 -0
- jupyter-structured_filtered/decontaminated_package-filtered_train-00003-of-00006.jsonl +3 -0
- jupyter-structured_filtered/decontaminated_package-filtered_train-00004-of-00006.jsonl +3 -0
- jupyter-structured_filtered/decontaminated_package-filtered_train-00005-of-00006.jsonl +3 -0
- mathematical_code/decontaminated_train-00000-of-00114-5a023365406cb9c4.jsonl +3 -0
- mathematical_code/decontaminated_train-00001-of-00114-e32fc2813a15f61c.jsonl +3 -0
- mathematical_code/decontaminated_train-00002-of-00114-1429d96b99aec578.jsonl +3 -0
- mathematical_code/decontaminated_train-00003-of-00114-e7fc257ef044bc03.jsonl +3 -0
- mathematical_code/decontaminated_train-00004-of-00114-3158c787ea8296d3.jsonl +3 -0
- mathematical_code/decontaminated_train-00005-of-00114-c525c7efee442287.jsonl +3 -0
- mathematical_code/decontaminated_train-00006-of-00114-c82ec070af45d226.jsonl +3 -0
- mathematical_code/decontaminated_train-00007-of-00114-36c74b525c9694d4.jsonl +3 -0
- mathematical_code/decontaminated_train-00008-of-00114-bf41cf8843148a70.jsonl +3 -0
- mathematical_code/decontaminated_train-00009-of-00114-691ac94b115fea46.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00000-of-00114-5a023365406cb9c4.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00001-of-00114-e32fc2813a15f61c.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00002-of-00114-1429d96b99aec578.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00003-of-00114-e7fc257ef044bc03.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00004-of-00114-3158c787ea8296d3.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00005-of-00114-c525c7efee442287.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00006-of-00114-c82ec070af45d226.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00007-of-00114-36c74b525c9694d4.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00008-of-00114-bf41cf8843148a70.jsonl +3 -0
- open-web-math_filtered/decontaminated_orig_math-related_devided_processed_train-00009-of-00114-691ac94b115fea46.jsonl +3 -0
- python_filtered/decontaminated_package-filtered_train-00000-of-00059.jsonl +3 -0
- python_filtered/decontaminated_package-filtered_train-00001-of-00059.jsonl +3 -0
- python_filtered/decontaminated_package-filtered_train-00002-of-00059.jsonl +0 -0
- python_filtered/decontaminated_package-filtered_train-00003-of-00059.jsonl +3 -0
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python_filtered/decontaminated_package-filtered_train-00052-of-00059.jsonl filter=lfs diff=lfs merge=lfs -text
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python_filtered/decontaminated_package-filtered_train-00054-of-00059.jsonl filter=lfs diff=lfs merge=lfs -text
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python_filtered/decontaminated_package-filtered_train-00055-of-00059.jsonl filter=lfs diff=lfs merge=lfs -text
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python_filtered/decontaminated_package-filtered_train-00056-of-00059.jsonl filter=lfs diff=lfs merge=lfs -text
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python_filtered/decontaminated_package-filtered_train-00057-of-00059.jsonl filter=lfs diff=lfs merge=lfs -text
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python_filtered/decontaminated_package-filtered_train-00058-of-00059.jsonl filter=lfs diff=lfs merge=lfs -text
|
| 161 |
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synthetic_filtered/decontaminated_Maths-College-0-Final.json filter=lfs diff=lfs merge=lfs -text
|
| 162 |
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synthetic_filtered/decontaminated_Maths-College-1-Final.json filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_Maths-College-2-Final.json filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_Maths-College-3-Final.json filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_Maths-College-4-Final.json filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_Maths-College-5-Final.json filter=lfs diff=lfs merge=lfs -text
|
| 167 |
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synthetic_filtered/decontaminated_orig_math-related_classified_filtered-by-rule_devided_processed_Education-College-Students-0-Final.jsonl filter=lfs diff=lfs merge=lfs -text
|
| 168 |
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synthetic_filtered/decontaminated_orig_math-related_classified_filtered-by-rule_devided_processed_Education-College-Students-1-Final.jsonl filter=lfs diff=lfs merge=lfs -text
|
| 169 |
+
synthetic_filtered/decontaminated_orig_math-related_classified_filtered-by-rule_devided_processed_Education-College-Students-2-Final.jsonl filter=lfs diff=lfs merge=lfs -text
|
| 170 |
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synthetic_filtered/decontaminated_orig_math-related_classified_filtered-by-rule_devided_processed_Education-College-Students-3-Final.jsonl filter=lfs diff=lfs merge=lfs -text
|
| 171 |
+
synthetic_filtered/decontaminated_simplified_filtered_book_math.0000.jsonl filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_simplified_filtered_book_math.0001.jsonl filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_simplified_filtered_book_math.0002.jsonl filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_simplified_filtered_book_math.0003.jsonl filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_simplified_filtered_book_math.0004.jsonl filter=lfs diff=lfs merge=lfs -text
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synthetic_filtered/decontaminated_simplified_filtered_book_science.0000.jsonl filter=lfs diff=lfs merge=lfs -text
|
| 177 |
+
textbooks_filtered/decontaminated_textbooks_nougat-converted_final.jsonl filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
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|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
---
|
| 4 |
+
|
| 5 |
+
# MathCode-Pile
|
| 6 |
+
|
| 7 |
+
MathCode-Pile is a dataset for continue pretraining large language models to enhance their mathematical reasoning abilities. It is introduced in the paper [MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code](https://arxiv.org/abs/2410.08196). It contains 19.2B tokens, with math-related data covering web pages, textbooks, model-synthesized text, and math related code. Currently, filtered-OpenWebMath, filtered-CC-En-math, and translated mathematical code are only partly released. The other compositions are fully released. The full dataset will be released upon accepance of the paper. You can also generate the full dataset with the data processing code at [MathCoder2](link/to/code).
|
| 8 |
+
|
| 9 |
+
### Data Composition
|
| 10 |
+
|
| 11 |
+
MathCode-Pile contains a wide range of math-related data. The number of tokens of each part of the dataset is shown in the table below:
|
| 12 |
+
|
| 13 |
+

|
| 14 |
+
|
| 15 |
+
### Mathematical Code:
|
| 16 |
+
|
| 17 |
+
We propose a novel method for generating large amounts of paired mathematical reasoning steps and their corresponding Python code. Given a piece of text from the pretraining corpus collected above, we wrap it in a carefully designed prompt that instructs a Llama-3.1-70B-Instruct model to extract LaTeX expressions along with their relevant context, including the conditions for each expression and the result of its computation. This results in a list of comprehensive mathematical reasoning steps, complete with the necessary conditions, the computations taken, and the results. Then, we prompt the model to translate each reasoning step into a Python code snippet that captures the underlying reasoning process. The generated Python snippets are executed, and only those that run successfully and produce outputs matching the expected results are retained. By pairing the code with the corresponding reasoning step, we create the final data.
|
| 18 |
+
|
| 19 |
+
### Model Performance
|
| 20 |
+
|
| 21 |
+

|
| 22 |
+
|
| 23 |
+
### Citation
|
| 24 |
+
|
| 25 |
+
If you find this repository helpful, please consider citing our papers:
|
| 26 |
+
|
| 27 |
+
```
|
| 28 |
+
@misc{lu2024mathcoder2bettermathreasoning,
|
| 29 |
+
title={MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code},
|
| 30 |
+
author={Zimu Lu and Aojun Zhou and Ke Wang and Houxing Ren and Weikang Shi and Junting Pan and Mingjie Zhan and Hongsheng Li},
|
| 31 |
+
year={2024},
|
| 32 |
+
eprint={2410.08196},
|
| 33 |
+
archivePrefix={arXiv},
|
| 34 |
+
primaryClass={cs.CL},
|
| 35 |
+
url={https://arxiv.org/abs/2410.08196},
|
| 36 |
+
}
|
| 37 |
+
```
|
| 38 |
+
```
|
| 39 |
+
@inproceedings{
|
| 40 |
+
wang2024mathcoder,
|
| 41 |
+
title={MathCoder: Seamless Code Integration in {LLM}s for Enhanced Mathematical Reasoning},
|
| 42 |
+
author={Zimu Lu and Aojun Zhou and Zimu Lu and Sichun Luo and Weikang Shi and Renrui Zhang and Linqi Song and Mingjie Zhan and Hongsheng Li},
|
| 43 |
+
booktitle={The Twelfth International Conference on Learning Representations},
|
| 44 |
+
year={2024},
|
| 45 |
+
url={https://openreview.net/forum?id=z8TW0ttBPp}
|
| 46 |
+
}
|
| 47 |
+
```
|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0000.jsonl
ADDED
|
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|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0001.jsonl
ADDED
|
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|
| 1 |
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0002.jsonl
ADDED
|
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|
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|
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|
| 1 |
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0003.jsonl
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0004.jsonl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0005.jsonl
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
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|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0006.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0007.jsonl
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0008.jsonl
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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|
cc-en-math_filtered-finer/decontaminated_finer_simplified_filtered_cc_en.0009.jsonl
ADDED
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
jupyter-script_filtered/decontaminated_package-filtered_train-00000-of-00008.jsonl
ADDED
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
jupyter-script_filtered/decontaminated_package-filtered_train-00001-of-00008.jsonl
ADDED
|
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|
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|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
jupyter-script_filtered/decontaminated_package-filtered_train-00002-of-00008.jsonl
ADDED
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
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|
jupyter-script_filtered/decontaminated_package-filtered_train-00003-of-00008.jsonl
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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|
jupyter-script_filtered/decontaminated_package-filtered_train-00004-of-00008.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
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