Update README.md

README.md

@@ -11,7 +11,7 @@
 
 
 ## Introduction
-We propose **Elastic Reasoning**, a novel framework for scalable chain of thoughts
+We propose [**Elastic Reasoning**](https://arxiv.org/pdf/2505.05315), a novel framework for scalable chain of thoughts
 that explicitly separates reasoning into two phases—`thinking and solution`—with
 independently allocated budgets. At test time, Elastic Reasoning prioritize that
 completeness of solution segments, significantly improving reliability under tight
@@ -41,6 +41,17 @@ training.
 
 [**E1-Code-14B**](https://huggingface.co/Salesforce/E1-Code-14B)
 
+[**E1-Math-7B**](https://huggingface.co/Salesforce/E1-Math-7B)
+
+## Performance (Avg@16)
+
+| Model | Tokens | Acc (%) | Tokens | Acc (%) | Tokens | Acc (%) | Tokens | Acc (%) | Tokens | Acc (%) |
+|---------------|--------------|---------------|--------------|---------------|--------------|---------------|--------------|---------------|--------------|---------------|
+| DeepSscaleR-1.5B | 10050 | 41.0|  1488 | 5.2 | 1904 | 9.6 | 2809 | 15.8 | 3700 | 22.7 |
+| E1-Math-1.5B | 6825 | 35.0 | 1340   | 13.5   | 1799   | 17.5   | 2650   | 24.8   | 3377   | 27.9   |
+| Skywork-OR1-Math-7B | 13803 | 68.3 | 1534 | 1.0  | 2047 | 2.1 | 3051 | 7.7 | 4023 | 14.0 |
+| E1-Math-7B  | 11768 | 69.6 | 1381 | 16.9 | 1841 | 21.3 | 2799  | 26.0 | 3742 | 32.9 |
+
 ## Github
 
 [Training and evaluation code](https://github.com/SalesforceAIResearch/Elastic-Reasoning)