Update README.md

README.md

@@ -399,7 +399,7 @@ tags:
 
 GitHub homepage: https://github.com/yifanzhang-pro/AutoMathText
 
-ArXiv paper: https://huggingface.co/papers/2402.07625
+ArXiv paper: https://huggingface.co/papers/2402.07625 (https://arxiv.org/abs/2402.07625)
 
 ## Objective
 
@@ -452,4 +452,51 @@ configs:
           - data/code/python/0.95-1.00.jsonl
           - ...
           - data/code/python/0.50-0.55.jsonl
-  - config_name: code-
+  - 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 [email protected] or open an issue if you have any questions (GitHub homepage: https://github.com/yifanzhang-pro/AutoMathText).
+
+```bibtex
+@article{zhang2024automathtext,
+      title={Autonomous Data Selection with Language Models for Mathematical Texts},
+      author={Zhang, Yifan and Luo, Yifan and Yuan, Yang and Yao, Andrew Chi-Chih},
+      journal={arXiv preprint arXiv:2402.07625},
+      year={2024},
+}
+```