Update README.md

README.md

@@ -12,7 +12,7 @@ tags:
 # RedPJ-ProX-0.3B
 
 <p align="center">
-  <img src="icon.png" width="200">
+  <img src="prox-teaser.png" width="200">
 </p>
 
 [ArXiv](http://arxiv.org/abs/xxxx) | [Models](https://huggingface.co/gair-prox/RedPJ-ProX-0.3B) | [Data](https://huggingface.co/datasets/gair-prox/RedPajama-pro) | [Code](https://github.com/GAIR-NLP/program-every-example)
@@ -25,8 +25,8 @@ 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 | 22.6% | 41.9% | 29.7% | 32.8%     | 26.2% | 26.4% | 62.2% | 39.3% | 51.3% | 63.3% | 39.6 |
-| ours       | 25.9% | 47.5% | 29.2% | 36.7%     | 28.1% | 30.2% | 64.6% | 38.0% | 51.7% | 71.4% | 42.3 |
+| raw | 22.6 | 41.9 | 29.7 | 32.8     | 26.2 | 26.4 | 62.2 | 39.3 | 51.3 | 63.3 | 39.6 |
+| ours       | 25.9 | 47.5 | 29.2 | 36.7     | 28.1 | 30.2 | 64.6 | 38.0 | 51.7 | 71.4 | 42.3 |
 
 ### Citation
 ```