Add cepo results

Author: pawelf-cerebras

README.md

@@ -362,6 +362,28 @@ Authorization: Bearer your_secret_api_key
 
 ![Results showing Mixture of Agents approach using gpt-4o-mini on Arena Hard Auto Benchmark](https://raw.githubusercontent.com/codelion/optillm/main/moa-results.png)
 
+## CePO Results
+
+### Comparison of CePO with default settings and base model
+
+| Method                     | Math-L5 | MMLU-Pro (Math) | GPQA | CRUX |
+| -------------------------- | ------- | --------------- | ---- | ---- |
+| Llama 3.3 70B              |  51.0   |      78.6       | 49.1 | 72.6 |
+| Llama 3.1 405B             |  49.8   |      79.2       | 50.7 | 73.0 |
+| CePO (using Llama 3.3 70B) |  69.6   |      84.8       | 55.5 | 80.1 |
+
+### Ablation studies
+
+| bestofn_n | planning_n | planning_m | bestofn_rating_type | Math-L5 | MMLU-Pro (Math) | GPQA  | CRUX  | Comments       |
+| --------- | ---------- | ---------- | ------------------- | ------- | --------------- | ----- | ----- | -------------- |
+|     3     |      3     |      6     |       absolute      |  69.6   |      84.8       | 55.5  | 80.1  | Default config |
+|     3     |      3     |      6     |       pairwise      |  67.7   |      83.5       | 55.6  | 79.8  |                |
+|     3     |      2     |      5     |       absolute      |  67.1   |      85.1       | 55.1  | 79.0  |                |
+|     3     |      5     |      8     |       absolute      |  69.4   |      84.3       | 55.6  | 81.1  |                |
+|     5     |      3     |      6     |       absolute      |  68.7   |      85.4       | 54.8  | 79.9  |                |
+|     7     |      3     |      6     |       absolute      |  69.6   |      82.8       | 54.7  | 78.4  |                |
+|     9     |      3     |      6     |       absolute      |  68.9   |      83.4       | 55.7  | 80.6  |                |
+
 ### optillm with Patchwork (July 2024)
 
 Since optillm is a drop-in replacement for OpenAI API you can easily integrate it with existing tools and frameworks using the OpenAI client. We used optillm with [patchwork](https://github.com/patched-codes/patchwork) which is an open-source framework that automates development gruntwork like PR reviews, bug fixing, security patching using workflows