Update README.md

README.md

@@ -1,3 +1,36 @@
----
-license: llama2
----
+---
+license: llama2
+datasets:
+- gair-prox/open-web-math-pro
+language:
+- en
+base_model:
+- codellama/CodeLlama-7b-hf
+---
+
+
+
+# CodeLlama-7B-ProXMath
+
+<p align="center">
+  <img src="prox-teaser.png">
+</p>
+
+[ArXiv](http://arxiv.org/abs/xxxx) | [Data: OpenWebMath-Pro](https://huggingface.co/datasets/gair-prox/open-web-math-pro) | [Code](https://github.com/GAIR-NLP/program-every-example)
+
+**CodeLlama-7B-ProXMath** is a language model that is continually pre-trained on [OpenWebMath-Pro](https://huggingface.co/datasets/gair-prox/open-web-math-pro) (a refined version by ProX) for 10B tokens.
+
+## Evaluations
+
+ProX models are evaluated over 10 language model benchmarks in zero-shot setting.
+
+|                       | ArC-c | ARC-e | CSQA  | HellaS | MMLU  | OBQA  | PiQA  | SIQA  | WinoG | SciQ  | AVG  |
+|-----------------------|-------|-------|-------|-----------|-------|-------|-------|-------|-------|-------|------|
+| raw | 26.1 | 44.3 | 29.7 | 39.1 | 27.3 | 29.2 | 66.9 | 39.0 | 52.0 | 67.4 | 42.1 |
+| ours | 26.4 | 51.9 | 30.9 | 42.4 | 29.4 | 31.6 | 67.9 | 40.0 | 52.2 | 73.5 | 44.6 |
+
+### Citation
+```
+@misc{TBD
+}
+```