Open-ended Generation on TruthfulQA Without Rejected Samples open-ended (full)
74.67TruthfulnessCoCoASIG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoCoASIGModel=Llama-3-8b, Mode=ConMLDS (α=6.0)2026.02 | 74.67 | 80.6 | 60.18 | |
| CoCoASIGModel=Llama-3-8b, Mode=ConMLDS (α=2.5)2026.02 | 74.34 | 81.91 | 60.89 | |
| CoCoASIGModel=Llama-3-8b, Mode=ConMLDS (α=1.0)2026.02 | 73.68 | 82.57 | 60.84 | |
| CoCoASIGModel=Llama-3-8b, Mode=fMLDS (α=2.5)2026.02 | 73.23 | 80.58 | 59.01 | |
| CoCoASIGModel=Llama-3-8b, Mode=fMLDS (α=1.0)2026.02 | 72.88 | 79.41 | 57.87 | |
| CoCoASIGModel=Llama-3-8b, Mode=fMLDS (α=6.0)2026.02 | 72.67 | 80.39 | 58.42 | |
| DiverModel=Qwen-2.5-32b2026.02 | 69.94 | 79.78 | 55.8 | |
| CoCoASIGModel=Mistral-7b, Mode=fMLDS (α=2.5)2026.02 | 68.64 | 82.84 | 56.86 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=ConMLDS (α=1.0)2026.02 | 68.49 | 84.89 | 58.14 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=fMLDS (α=1.0)2026.02 | 68.17 | 86.5 | 58.96 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=fMLDS (α=2.5)2026.02 | 68.17 | 87.78 | 59.84 | |
| CoCoASIGModel=Mistral-7b, Mode=fMLDS (α=6.0)2026.02 | 68.14 | 81.95 | 55.84 | |
| CoCoASIGModel=Mistral-7b, Mode=ConMLDS (α=2.5)2026.02 | 67.95 | 83.73 | 56.9 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=ConMLDS (α=2.5)2026.02 | 67.85 | 88.75 | 60.21 | |
| CoCoASIGModel=Mistral-7b, Mode=ConMLDS (α=6.0)2026.02 | 67.66 | 82.49 | 55.81 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=fMLDS (α=6.0)2026.02 | 67.52 | 84.24 | 56.89 | |
| CoCoASIGModel=Mistral-7b, Mode=fMLDS (α=1.0)2026.02 | 67.36 | 83.09 | 55.97 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=ConMLDS (α=6.0)2026.02 | 67.2 | 85.85 | 57.69 | |
| CoCoASIGModel=Mistral-7b, Mode=ConMLDS (α=1.0)2026.02 | 67.16 | 84.62 | 56.83 | |
| DoLaModel=Llama-3-8b2026.02 | 66.97 | 73.68 | 49.34 | |
| BaselineModel=Qwen-2.5-32b2026.02 | 66.46 | 88.27 | 58.67 | |
| BaselineModel=Mistral-7b2026.02 | 66.14 | 83.93 | 55.51 | |
| DoLaModel=Mistral-7b2026.02 | 64.98 | 83.38 | 54.19 | |
| DoLaModel=Qwen-2.5-32b2026.02 | 63.72 | 76.11 | 48.49 | |
| DiverModel=Mistral-7b2026.02 | 63.56 | 81.62 | 51.87 | |
| DiverModel=Llama-3-8b2026.02 | 63.35 | 70.93 | 44.93 | |
| DoLaModel=Qwen-2.5-14b2026.02 | 62.09 | 72.53 | 45.03 | |
| DiverModel=Qwen-2.5-14b2026.02 | 61.47 | 77.51 | 47.65 | |
| BaselineModel=Llama-3-8b2026.02 | 60.69 | 65.92 | 40.01 | |
| BaselineModel=Qwen-2.5-14b2026.02 | 60 | 78.9 | 47.34 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=ConMLDS (α=2.5)2026.02 | 59.36 | 86.06 | 51.08 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=ConMLDS (α=1.0)2026.02 | 59.04 | 84.34 | 49.79 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=fMLDS (α=2.5)2026.02 | 58.94 | 85.37 | 50.32 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=ConMLDS (α=6.0)2026.02 | 58.33 | 83.33 | 48.61 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=fMLDS (α=1.0)2026.02 | 58.13 | 85.77 | 49.86 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=fMLDS (α=6.0)2026.02 | 58.13 | 84.15 | 48.91 | |
| DeCoReModel=Mistral-7b2026.02 | 55.34 | 83.21 | 46.05 | |
| DeCoReModel=Llama-3-8b2026.02 | 55.09 | 87.17 | 48.03 | |
| DeCoReModel=Qwen-2.5-14b2026.02 | 49.16 | 47.49 | 23.35 |