Duplicate from math-ai/AutoMathText

Co-authored-by: Yifan Zhang <yifAI@users.noreply.huggingface.co>

.gitattributes

@@ -0,0 +1,58 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.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 +1,395 @@
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README.md

@@ -0,0 +1,505 @@
+---
+language:
+- en
+license: cc-by-sa-4.0
+size_categories:
+- 10B<n<100B
+task_categories:
+- text-generation
+- question-answering
+pretty_name: AutoMathText
+configs:
+- config_name: web-0.50-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/web/0.95-1.00.jsonl
+    - data/web/0.90-0.95.jsonl
+    - data/web/0.85-0.90.jsonl
+    - data/web/0.80-0.85.jsonl
+    - data/web/0.75-0.80.jsonl
+    - data/web/0.70-0.75.jsonl
+    - data/web/0.65-0.70.jsonl
+    - data/web/0.60-0.65.jsonl
+    - data/web/0.55-0.60.jsonl
+    - data/web/0.50-0.55.jsonl
+  default: true
+- config_name: web-0.60-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/web/0.95-1.00.jsonl
+    - data/web/0.90-0.95.jsonl
+    - data/web/0.85-0.90.jsonl
+    - data/web/0.80-0.85.jsonl
+    - data/web/0.75-0.80.jsonl
+    - data/web/0.70-0.75.jsonl
+    - data/web/0.65-0.70.jsonl
+    - data/web/0.60-0.65.jsonl
+- config_name: web-0.70-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/web/0.95-1.00.jsonl
+    - data/web/0.90-0.95.jsonl
+    - data/web/0.85-0.90.jsonl
+    - data/web/0.80-0.85.jsonl
+    - data/web/0.75-0.80.jsonl
+    - data/web/0.70-0.75.jsonl
+    - data/web/0.65-0.70.jsonl
+    - data/web/0.60-0.65.jsonl
+- config_name: web-0.80-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/web/0.95-1.00.jsonl
+    - data/web/0.90-0.95.jsonl
+    - data/web/0.85-0.90.jsonl
+    - data/web/0.80-0.85.jsonl
+- config_name: web-full
+  data_files: data/web/*.jsonl
+- config_name: arxiv-0.50-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/arxiv/0.90-1.00/*.jsonl
+    - data/arxiv/0.80-0.90/*.jsonl
+    - data/arxiv/0.70-0.80/*.jsonl
+    - data/arxiv/0.60-0.70/*.jsonl
+    - data/arxiv/0.50-0.60/*.jsonl
+- config_name: arxiv-0.60-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/arxiv/0.90-1.00/*.jsonl
+    - data/arxiv/0.80-0.90/*.jsonl
+    - data/arxiv/0.70-0.80/*.jsonl
+    - data/arxiv/0.60-0.70/*.jsonl
+- config_name: arxiv-0.70-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/arxiv/0.90-1.00/*.jsonl
+    - data/arxiv/0.80-0.90/*.jsonl
+    - data/arxiv/0.70-0.80/*.jsonl
+- config_name: arxiv-0.80-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/arxiv/0.90-1.00/*.jsonl
+    - data/arxiv/0.80-0.90/*.jsonl
+- config_name: arxiv-full
+  data_files:
+  - split: train
+    path:
+    - data/arxiv/0.90-1.00/*.jsonl
+    - data/arxiv/0.80-0.90/*.jsonl
+    - data/arxiv/0.70-0.80/*.jsonl
+    - data/arxiv/0.60-0.70/*.jsonl
+    - data/arxiv/0.50-0.60/*.jsonl
+    - data/arxiv/0.00-0.50/*.jsonl
+- config_name: code-0.50-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/agda/0.95-1.00.jsonl
+    - data/code/agda/0.90-0.95.jsonl
+    - data/code/agda/0.85-0.90.jsonl
+    - data/code/agda/0.80-0.85.jsonl
+    - data/code/agda/0.75-0.80.jsonl
+    - data/code/agda/0.70-0.75.jsonl
+    - data/code/agda/0.65-0.70.jsonl
+    - data/code/agda/0.60-0.65.jsonl
+    - data/code/agda/0.55-0.60.jsonl
+    - data/code/agda/0.50-0.55.jsonl
+    - data/code/c/0.95-1.00.jsonl
+    - data/code/c/0.90-0.95.jsonl
+    - data/code/c/0.85-0.90.jsonl
+    - data/code/c/0.80-0.85.jsonl
+    - data/code/c/0.75-0.80.jsonl
+    - data/code/c/0.70-0.75.jsonl
+    - data/code/c/0.65-0.70.jsonl
+    - data/code/c/0.60-0.65.jsonl
+    - data/code/c/0.55-0.60.jsonl
+    - data/code/c/0.50-0.55.jsonl
+    - data/code/cpp/0.95-1.00.jsonl
+    - data/code/cpp/0.90-0.95.jsonl
+    - data/code/cpp/0.85-0.90.jsonl
+    - data/code/cpp/0.80-0.85.jsonl
+    - data/code/cpp/0.75-0.80.jsonl
+    - data/code/cpp/0.70-0.75.jsonl
+    - data/code/cpp/0.65-0.70.jsonl
+    - data/code/cpp/0.60-0.65.jsonl
+    - data/code/cpp/0.55-0.60.jsonl
+    - data/code/cpp/0.50-0.55.jsonl
+    - data/code/fortran/0.95-1.00.jsonl
+    - data/code/fortran/0.90-0.95.jsonl
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+    - data/code/maple/0.65-0.70.jsonl
+    - data/code/maple/0.60-0.65.jsonl
+    - data/code/maple/0.55-0.60.jsonl
+    - data/code/maple/0.50-0.55.jsonl
+    - data/code/python/0.95-1.00.jsonl
+    - data/code/python/0.90-0.95.jsonl
+    - data/code/python/0.85-0.90.jsonl
+    - data/code/python/0.80-0.85.jsonl
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+    - data/code/python/0.65-0.70.jsonl
+    - data/code/python/0.60-0.65.jsonl
+    - data/code/python/0.55-0.60.jsonl
+    - data/code/python/0.50-0.55.jsonl
+    - data/code/r/0.95-1.00.jsonl
+    - data/code/r/0.90-0.95.jsonl
+    - data/code/r/0.85-0.90.jsonl
+    - data/code/r/0.80-0.85.jsonl
+    - data/code/r/0.75-0.80.jsonl
+    - data/code/r/0.70-0.75.jsonl
+    - data/code/r/0.65-0.70.jsonl
+    - data/code/r/0.60-0.65.jsonl
+    - data/code/r/0.55-0.60.jsonl
+    - data/code/r/0.50-0.55.jsonl
+    - data/code/tex/0.95-1.00.jsonl
+    - data/code/tex/0.90-0.95.jsonl
+    - data/code/tex/0.85-0.90.jsonl
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+    - data/code/tex/0.60-0.65.jsonl
+    - data/code/tex/0.55-0.60.jsonl
+    - data/code/tex/0.50-0.55.jsonl
+- config_name: code-python-0.50-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/python/0.95-1.00.jsonl
+    - data/code/python/0.90-0.95.jsonl
+    - data/code/python/0.85-0.90.jsonl
+    - data/code/python/0.80-0.85.jsonl
+    - data/code/python/0.75-0.80.jsonl
+    - data/code/python/0.70-0.75.jsonl
+    - data/code/python/0.65-0.70.jsonl
+    - data/code/python/0.60-0.65.jsonl
+    - data/code/python/0.55-0.60.jsonl
+    - data/code/python/0.50-0.55.jsonl
+- config_name: code-python-0.60-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/python/0.95-1.00.jsonl
+    - data/code/python/0.90-0.95.jsonl
+    - data/code/python/0.85-0.90.jsonl
+    - data/code/python/0.80-0.85.jsonl
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+    - data/code/python/0.70-0.75.jsonl
+    - data/code/python/0.65-0.70.jsonl
+    - data/code/python/0.60-0.65.jsonl
+- config_name: code-python-0.70-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/python/0.95-1.00.jsonl
+    - data/code/python/0.90-0.95.jsonl
+    - data/code/python/0.85-0.90.jsonl
+    - data/code/python/0.80-0.85.jsonl
+    - data/code/python/0.75-0.80.jsonl
+    - data/code/python/0.70-0.75.jsonl
+- config_name: code-python-0.80-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/python/0.95-1.00.jsonl
+    - data/code/python/0.90-0.95.jsonl
+    - data/code/python/0.85-0.90.jsonl
+    - data/code/python/0.80-0.85.jsonl
+- config_name: code-jupyter-notebook-0.50-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/jupyter-notebook/0.95-1.00.jsonl
+    - data/code/jupyter-notebook/0.90-0.95.jsonl
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+    - data/code/jupyter-notebook/0.50-0.55.jsonl
+- config_name: code-jupyter-notebook-0.60-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/jupyter-notebook/0.95-1.00.jsonl
+    - data/code/jupyter-notebook/0.90-0.95.jsonl
+    - data/code/jupyter-notebook/0.85-0.90.jsonl
+    - data/code/jupyter-notebook/0.80-0.85.jsonl
+    - data/code/jupyter-notebook/0.75-0.80.jsonl
+    - data/code/jupyter-notebook/0.70-0.75.jsonl
+    - data/code/jupyter-notebook/0.65-0.70.jsonl
+    - data/code/jupyter-notebook/0.60-0.65.jsonl
+- config_name: code-jupyter-notebook-0.70-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/jupyter-notebook/0.95-1.00.jsonl
+    - data/code/jupyter-notebook/0.90-0.95.jsonl
+    - data/code/jupyter-notebook/0.85-0.90.jsonl
+    - data/code/jupyter-notebook/0.80-0.85.jsonl
+    - data/code/jupyter-notebook/0.75-0.80.jsonl
+    - data/code/jupyter-notebook/0.70-0.75.jsonl
+- config_name: code-jupyter-notebook-0.80-to-1.00
+  data_files:
+  - split: train
+    path:
+    - data/code/jupyter-notebook/0.95-1.00.jsonl
+    - data/code/jupyter-notebook/0.90-0.95.jsonl
+    - data/code/jupyter-notebook/0.85-0.90.jsonl
+    - data/code/jupyter-notebook/0.80-0.85.jsonl
+- config_name: code-full
+  data_files:
+  - split: train
+    path:
+    - data/code/*/*.jsonl
+tags:
+- mathematical-reasoning
+- reasoning
+- finetuning
+- pretraining
+- llm
+---
+
+🎉 **This work, introducing the AutoMathText dataset and the AutoDS method, has been accepted to The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025 Findings)!** 🎉
+
+
+# AutoMathText
+
+**AutoMathText** is an extensive and carefully curated dataset encompassing around **200 GB** of mathematical texts. It's a compilation sourced from a diverse range of platforms including various websites, arXiv, and GitHub (OpenWebMath, RedPajama, Algebraic Stack). This rich repository has been **autonomously selected (labeled) by the state-of-the-art open-source language model**, Qwen-72B. Each piece of content in the dataset is assigned **a score `lm_q1q2_score` within the range of [0, 1]**, reflecting its relevance, quality and educational value in the context of mathematical intelligence.
+
+GitHub homepage: https://github.com/yifanzhang-pro/AutoMathText
+
+ArXiv paper: https://huggingface.co/papers/2402.07625 (https://arxiv.org/abs/2402.07625)
+
+## Objective
+
+The primary aim of the **AutoMathText** dataset is to provide a comprehensive and reliable resource for a wide array of users - from academic researchers and educators to AI practitioners and mathematics enthusiasts. This dataset is particularly geared towards:
+
+- Facilitating advanced research in **the intersection of mathematics and artificial intelligence**.
+- Serving as an educational tool for **learning and teaching complex mathematical concepts**.
+- Providing **a foundation for developing and training AI models** specialized in processing and understanding **mathematical content**.
+
+## Configs
+
+```YAML
+configs:
+  - config_name: web-0.50-to-1.00
+    data_files:
+      - split: train
+        path:
+          - data/web/0.95-1.00.jsonl
+          - data/web/0.90-0.95.jsonl
+          - ...
+          - data/web/0.50-0.55.jsonl
+    default: true
+  - config_name: web-0.60-to-1.00
+  - config_name: web-0.70-to-1.00
+  - config_name: web-0.80-to-1.00
+  - config_name: web-full
+    data_files: data/web/*.jsonl
+  - config_name: arxiv-0.50-to-1.00
+    data_files:
+      - split: train
+        path:
+          - data/arxiv/0.90-1.00/*.jsonl
+          - ...
+          - data/arxiv/0.50-0.60/*.jsonl
+  - config_name: arxiv-0.60-to-1.00
+  - config_name: arxiv-0.70-to-1.00
+  - config_name: arxiv-0.80-to-1.00
+  - config_name: arxiv-full
+    data_files: data/arxiv/*/*.jsonl
+  - config_name: code-0.50-to-1.00
+    data_files:
+      - split: train
+        path:
+          - data/code/*/0.95-1.00.jsonl
+          - ...
+          - data/code/*/0.50-0.55.jsonl
+  - config_name: code-python-0.50-to-1.00
+      - split: train
+        path:
+          - data/code/python/0.95-1.00.jsonl
+          - ...
+          - data/code/python/0.50-0.55.jsonl
+  - config_name: code-python-0.60-to-1.00
+  - config_name: code-python-0.70-to-1.00
+  - config_name: code-python-0.80-to-1.00
+  - config_name: code-jupyter-notebook-0.50-to-1.00
+      - split: train
+        path:
+          - data/code/jupyter-notebook/0.95-1.00.jsonl
+          - ...
+          - data/code/jupyter-notebook/0.50-0.55.jsonl
+  - config_name: code-jupyter-notebook-0.60-to-1.00
+  - config_name: code-jupyter-notebook-0.70-to-1.00
+  - config_name: code-jupyter-notebook-0.80-to-1.00
+  - config_name: code-full
+    data_files: data/code/*/*.jsonl
+```
+
+How to load data:
+
+```python
+from datasets import load_dataset
+
+ds = load_dataset("math-ai/AutoMathText", "web-0.50-to-1.00") # or any valid config_name
+```
+
+## Features
+
+- **Volume**: Approximately 200 GB of text data (in natural language and programming language).
+- **Content**: A diverse collection of mathematical texts, including but not limited to research papers, educational articles, and code documentation.
+- **Labeling**: Every text is **scored** by Qwen-72B, a sophisticated language model, ensuring a high standard of relevance and accuracy.
+- **Scope**: Covers a wide spectrum of mathematical topics, making it suitable for various applications in advanced research and education.
+
+## References
+
+- OpenWebMath [[link]](https://huggingface.co/datasets/open-web-math/open-web-math)
+- RedPajama [[link]](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T)
+- Algebraick Stack [[link]](https://huggingface.co/datasets/EleutherAI/proof-pile-2) (a subset of Proof-Pile-2)
+
+## Citation 
+We appreciate your use of **AutoMathText** in your work. If you find this repository helpful, please consider citing it and star this repo. Feel free to contact yifanzhangresearch@gmail.com or open an issue if you have any questions (GitHub homepage: https://github.com/yifanzhang-pro/AutoMathText).
+
+```bibtex
+@article{zhang2025autonomous,
+      title={Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts},
+      author={Zhang, Yifan and Luo, Yifan and Yuan, Yang and Yao, Andrew Chi-Chih},
+      journal={The 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025 Findings)},
+      year={2025}
+}
+```

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