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50 changes: 25 additions & 25 deletions README.md
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Expand Up @@ -467,31 +467,6 @@ Authorization: Bearer your_secret_api_key

## SOTA results on benchmarks with optillm

### CePO on math and code benchmarks (Mar 2025)

| Method | Math-L5 | MMLU-Pro (Math) | CRUX | LiveCodeBench (pass@1) | Simple QA |
| -----------------------------: | :-----: | :-------------: | :----: | :--------------------: | :-------: |
| Llama 3.3 70B | 51.0 | 78.6 | 72.6 | 27.1 | 20.9 |
| Llama 3.1 405B | 49.8 | 79.2 | 73.0 | 31.8 | 13.5 |
| CePO (using Llama 3.3 70B) | 69.6 | 84.8 | 80.1 | 31.9 | **22.6** |
| QwQ 32B | 61.4 | 90.8 | 82.5 | 44.3 | 7.8 |
| CePO (using QwQ 32B) | 88.1 | **92.0** | 86.3 | **51.5** | 8.2 |
| DeepSeek R1 Llama | 83.1 | 82.0 | 84.0 | 47.3 | 14.6 |
| CePO (using DeepSeek R1 Llama) |**90.2** | 84.0 |**89.4**| 47.2 | 15.5 |

### coc-claude-3-5-sonnet-20241022 on AIME 2024 pass@1 (Nov 2024)

| Model | Score |
|-------|-----:|
| o1-mini | 56.67 |
| coc-claude-3-5-sonnet-20241022 | 46.67 |
| coc-gemini/gemini-exp-1121 | 46.67 |
| o1-preview | 40.00 |
| gemini-exp-1114 | 36.67 |
| claude-3-5-sonnet-20241022 | 20.00 |
| gemini-1.5-pro-002 | 20.00 |
| gemini-1.5-flash-002 | 16.67 |

### LongCePO on LongBench v2 (Apr 2025)

| Model¹ | Context window | Short samples (up to 32K words) | Medium samples (32–128K words) |
Expand All @@ -518,6 +493,31 @@ Authorization: Bearer your_secret_api_key

¹ Numbers in parentheses for LongCePO indicate accuracy of majority voting from 5 runs.

### CePO on math and code benchmarks (Mar 2025)

| Method | Math-L5 | MMLU-Pro (Math) | CRUX | LiveCodeBench (pass@1) | Simple QA |
| -----------------------------: | :-----: | :-------------: | :----: | :--------------------: | :-------: |
| Llama 3.3 70B | 51.0 | 78.6 | 72.6 | 27.1 | 20.9 |
| Llama 3.1 405B | 49.8 | 79.2 | 73.0 | 31.8 | 13.5 |
| CePO (using Llama 3.3 70B) | 69.6 | 84.8 | 80.1 | 31.9 | **22.6** |
| QwQ 32B | 61.4 | 90.8 | 82.5 | 44.3 | 7.8 |
| CePO (using QwQ 32B) | 88.1 | **92.0** | 86.3 | **51.5** | 8.2 |
| DeepSeek R1 Llama | 83.1 | 82.0 | 84.0 | 47.3 | 14.6 |
| CePO (using DeepSeek R1 Llama) |**90.2** | 84.0 |**89.4**| 47.2 | 15.5 |

### coc-claude-3-5-sonnet-20241022 on AIME 2024 pass@1 (Nov 2024)

| Model | Score |
|-------|-----:|
| o1-mini | 56.67 |
| coc-claude-3-5-sonnet-20241022 | 46.67 |
| coc-gemini/gemini-exp-1121 | 46.67 |
| o1-preview | 40.00 |
| gemini-exp-1114 | 36.67 |
| claude-3-5-sonnet-20241022 | 20.00 |
| gemini-1.5-pro-002 | 20.00 |
| gemini-1.5-flash-002 | 16.67 |

### readurls&memory-gpt-4o-mini on Google FRAMES Benchmark (Oct 2024)
| Model | Accuracy |
| ----- | -------- |
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2 changes: 1 addition & 1 deletion optillm/__init__.py
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Expand Up @@ -2,7 +2,7 @@
import os

# Version information
__version__ = "0.1.10"
__version__ = "0.1.11"

# Get the path to the root optillm.py
spec = util.spec_from_file_location(
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2 changes: 1 addition & 1 deletion setup.py
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Expand Up @@ -3,7 +3,7 @@

setup(
name="optillm",
version="0.1.10",
version="0.1.11",
packages=find_packages(include=['optillm', 'optillm.*']), # This ensures all subpackages are included
py_modules=['optillm'],
package_data={
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