Add link to paper

This PR ensures the dataset can be found at https://huggingface.co/papers/2402.07625.

README.md

@@ -1,18 +1,18 @@
 ---
+language:
+- en
 license: cc-by-sa-4.0
+size_categories:
+- 10B<n<100B
 task_categories:
 - text-generation
 - question-answering
-language:
-- en
 pretty_name: AutoMathText
-size_categories:
-- 10B<n<100B
 configs:
 - config_name: web-0.50-to-1.00
-  data_files: 
+  data_files:
   - split: train
-    path: 
+    path:
     - data/web/0.95-1.00.jsonl
     - data/web/0.90-0.95.jsonl
     - data/web/0.85-0.90.jsonl
@@ -25,9 +25,9 @@ configs:
     - data/web/0.50-0.55.jsonl
   default: true
 - config_name: web-0.60-to-1.00
-  data_files: 
+  data_files:
   - split: train
-    path: 
+    path:
     - data/web/0.95-1.00.jsonl
     - data/web/0.90-0.95.jsonl
     - data/web/0.85-0.90.jsonl
@@ -37,19 +37,21 @@ configs:
     - data/web/0.65-0.70.jsonl
     - data/web/0.60-0.65.jsonl
 - config_name: web-0.70-to-1.00
-  data_files: 
+  data_files:
   - split: train
-    path: 
+    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: 
+  data_files:
   - split: train
-    path: 
+    path:
     - data/web/0.95-1.00.jsonl
     - data/web/0.90-0.95.jsonl
     - data/web/0.85-0.90.jsonl
@@ -57,49 +59,49 @@ configs:
 - config_name: web-full
   data_files: data/web/*.jsonl
 - config_name: arxiv-0.50-to-1.00
-  data_files: 
+  data_files:
   - split: train
     path:
-    - data/arxiv/0.90-1.00/*.jsonl 
+    - 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: 
+  data_files:
   - split: train
     path:
-    - data/arxiv/0.90-1.00/*.jsonl 
+    - 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: 
+  data_files:
   - split: train
     path:
-    - data/arxiv/0.90-1.00/*.jsonl 
+    - 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: 
+  data_files:
   - split: train
     path:
-    - data/arxiv/0.90-1.00/*.jsonl 
+    - data/arxiv/0.90-1.00/*.jsonl
     - data/arxiv/0.80-0.90/*.jsonl
 - config_name: arxiv-full
-  data_files: 
+  data_files:
   - split: train
-    path: 
-    - data/arxiv/0.90-1.00/*.jsonl 
+    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: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -291,9 +293,9 @@ configs:
     - 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: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -305,9 +307,9 @@ configs:
     - 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: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -317,9 +319,9 @@ configs:
     - 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: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -327,17 +329,17 @@ configs:
     - 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: 
+  data_files:
   - split: train
-    path: 
+    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: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -349,9 +351,9 @@ configs:
     - data/code/jupyter-notebook/0.55-0.60.jsonl
     - data/code/jupyter-notebook/0.50-0.55.jsonl
 - config_name: code-jupyter-notebook-0.60-to-1.00
-  data_files: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -361,9 +363,9 @@ configs:
     - 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: 
+  data_files:
   - split: train
-    path: 
+    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
@@ -371,17 +373,17 @@ configs:
     - 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: 
+  data_files:
   - split: train
-    path: 
+    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: 
+  data_files:
   - split: train
-    path: 
+    path:
     - data/code/*/*.jsonl
 tags:
 - mathematical-reasoning
@@ -397,7 +399,7 @@ tags:
 
 GitHub homepage: https://github.com/yifanzhang-pro/AutoMathText
 
-ArXiv paper: https://arxiv.org/abs/2402.07625
+ArXiv paper: https://huggingface.co/papers/2402.07625
 
 ## Objective
 
@@ -450,51 +452,4 @@ configs:
           - 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 [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},
-}
-```
+  - config_name: code-