Commonsense Reasoning on PIQA, WinoG., HellaS., BoolQ, SIQA, OBQA (test)
89.9PIQA AccuracyLLMBOOST
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LLMBOOSTBase Model=Qwen-2.5-7B, Params=3 × 7B2025.12 | 89.9 | 88.8 | 95.4 | 74.4 | 81.2 | 91.4 | 86.9 | |
| LLMBOOSTBase Model=Qwen-2.5-7B, Params=2 × 7B2025.12 | 89.5 | 86.7 | 95.1 | 71.6 | 79.1 | 91.6 | 85.6 | |
| LLMBOOSTBase Model=Llama-3.1-8B, Params=2 × 8B2025.12 | 87.9 | 86.1 | 94.5 | 71.7 | 81.6 | 85.6 | 84.4 | |
| voteBase Model=Llama-3.1-8B, Params=3 × 8B2025.12 | 87.7 | 83.2 | 90.3 | 71.8 | 80.4 | 85.4 | 83.1 | |
| voteBase Model=Qwen-2.5-7B, Params=3 × 7B2025.12 | 87.5 | 82.2 | 91.3 | 70.2 | 79.6 | 85.8 | 82.7 | |
| LLMBOOSTBase Model=Llama-3.1-8B, Params=3 × 8B2025.12 | 87.4 | 86.3 | 95.2 | 72.5 | 80.7 | 84.8 | 84.5 | |
| T-copilotBase Model=Qwen-2.5-7B, Params=2 × 7B2025.12 | 87.1 | 84.3 | 90.2 | 70.8 | 79.3 | 89.2 | 83.5 | |
| UNITEBase Model=Llama-3.1-8B, Params=2 × 8B2025.12 | 86.9 | 84.9 | 93.5 | 70.5 | 79.2 | 84.8 | 83.3 | |
| Qwen-2.5-7BParams=1 × 7B2025.12 | 86.7 | 83.9 | 89.4 | 68.7 | 77.6 | 87.4 | 82.3 | |
| voteBase Model=Qwen-2.5-7B, Params=2 × 7B2025.12 | 86.3 | 84.5 | 91.3 | 70.7 | 80 | 88.8 | 83.6 | |
| UNITEBase Model=Qwen-2.5-7B, Params=2 × 7B2025.12 | 86.1 | 84.1 | 91.6 | 68.6 | 79.1 | 88.2 | 83 | |
| UNITEBase Model=Qwen-2.5-7B, Params=3 × 7B2025.12 | 86.1 | 83.3 | 91.5 | 70.3 | 78.4 | 86.8 | 82.7 | |
| LLMBOOSTBase Model=Qwen-2.5-3B, Params=3 × 3B2025.12 | 86.1 | 82 | 91.7 | 70.4 | 80 | 87.6 | 83 | |
| LLMBOOSTBase Model=Qwen-2.5-3B, Params=2 × 3B2025.12 | 85.9 | 81.8 | 91.4 | 69.7 | 79 | 86.2 | 82.3 | |
| UNITEBase Model=Llama-3.1-8B, Params=3 × 8B2025.12 | 85.3 | 85 | 92.2 | 70.9 | 79.9 | 85 | 83.1 | |
| UNITEBase Model=Qwen-2.5-3B, Params=3 × 3B2025.12 | 84.8 | 80.8 | 85.1 | 66.2 | 77.3 | 86 | 80 | |
| LLMBOOSTBase Model=LLama-3.2-3B, Params=2 × 3B2025.12 | 84.7 | 81.4 | 90.4 | 67.1 | 78 | 78.8 | 80.1 | |
| Qwen-2.5-3BParams=1 × 3B2025.12 | 84.5 | 80.1 | 80.6 | 68.1 | 77.7 | 84.6 | 79.3 | |
| T-copilotBase Model=Llama-3.1-8B, Params=2 × 8B2025.12 | 84.2 | 83.2 | 91.4 | 69.8 | 76.9 | 78.4 | 81 | |
| LLMBOOSTBase Model=LLama-3.2-3B, Params=3 × 3B2025.12 | 84.2 | 82 | 91.5 | 70.2 | 79 | 79.6 | 81.1 | |
| UNITEBase Model=Qwen-2.5-3B, Params=2 × 3B2025.12 | 84.1 | 80.6 | 83.5 | 67.3 | 78 | 83 | 79.4 | |
| voteBase Model=Qwen-2.5-3B, Params=3 × 3B2025.12 | 84.1 | 79.7 | 87.6 | 67.8 | 77.4 | 83.8 | 80.4 | |
| T-copilotBase Model=Qwen-2.5-3B, Params=2 × 3B2025.12 | 83.9 | 80.2 | 82.6 | 68.9 | 78.4 | 86.4 | 80.1 | |
| voteBase Model=Qwen-2.5-3B, Params=2 × 3B2025.12 | 83.4 | 80 | 86.3 | 68.7 | 77.9 | 84 | 80.1 | |
| Llama-3.1-8BParams=1 × 8B2025.12 | 83.3 | 81.8 | 90.6 | 69.5 | 75.8 | 79 | 80 | |
| UNITEBase Model=LLama-3.2-3B, Params=2 × 3B2025.12 | 82.8 | 80 | 88.7 | 66.5 | 76.7 | 77.4 | 78.7 | |
| UNITEBase Model=LLama-3.2-3B, Params=3 × 3B2025.12 | 82.8 | 81.3 | 89.9 | 67.1 | 78.4 | 78.2 | 79.6 | |
| voteBase Model=Llama-3.1-8B, Params=2 × 8B2025.12 | 81.7 | 81.3 | 86.8 | 67.3 | 76.1 | 84.8 | 79.7 | |
| voteBase Model=LLama-3.2-3B, Params=3 × 3B2025.12 | 80.5 | 76.4 | 85.1 | 66.7 | 77.5 | 77.2 | 77.2 | |
| voteBase Model=LLama-3.2-3B, Params=2 × 3B2025.12 | 79.4 | 76.9 | 84.7 | 66.2 | 75.4 | 75.8 | 76.4 | |
| LLama-3.2-3BParams=1 × 3B2025.12 | 78.5 | 77.7 | 83.9 | 62.4 | 74.3 | 76.8 | 75.6 | |
| T-copilotBase Model=LLama-3.2-3B, Params=2 × 3B2025.12 | 75.7 | 75.9 | 83.4 | 64.6 | 73.8 | 77.2 | 75.1 |