Open ended generation on TruthfulQA With All Samples open-ended (full)
82.75TruthfulnessDoLa
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DoLaModel=Qwen-2.5-14b2026.02 | 82.75 | 33.25 | 54.5 | 27.51 | |
| CoCoASIGModel=Llama-3-8b, Mode=ConMLDS (α=6.0)2026.02 | 81 | 60.4 | 22.89 | 48.92 | |
| CoCoASIGModel=Llama-3-8b, Mode=ConMLDS (α=2.5)2026.02 | 80.5 | 62.25 | 22.15 | 50.11 | |
| CoCoASIGModel=Llama-3-8b, Mode=ConMLDS (α=1.0)2026.02 | 80 | 62.75 | 22.05 | 50.2 | |
| CoCoASIGModel=Llama-3-8b, Mode=fMLDS (α=1.0)2026.02 | 79.25 | 60.75 | 21.42 | 48.14 | |
| CoCoASIGModel=Llama-3-8b, Mode=fMLDS (α=2.5)2026.02 | 79.25 | 62.41 | 20.69 | 49.46 | |
| DoLaModel=Qwen-2.5-32b2026.02 | 79.25 | 43.25 | 43.5 | 34.28 | |
| CoCoASIGModel=Llama-3-8b, Mode=fMLDS (α=6.0)2026.02 | 78.75 | 62.5 | 20.44 | 49.22 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=ConMLDS (α=1.0)2026.02 | 75.5 | 66.67 | 22.05 | 50.33 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=fMLDS (α=1.0)2026.02 | 75.25 | 67.59 | 20 | 50.86 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=fMLDS (α=2.5)2026.02 | 75.25 | 68.59 | 20.51 | 51.62 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=ConMLDS (α=2.5)2026.02 | 75 | 69.17 | 18.46 | 51.88 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=fMLDS (α=2.5)2026.02 | 74.75 | 52.5 | 38.5 | 39.24 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=fMLDS (α=6.0)2026.02 | 74.75 | 65.66 | 20.26 | 49.08 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=ConMLDS (α=1.0)2026.02 | 74.5 | 52.5 | 37.75 | 39.11 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=ConMLDS (α=2.5)2026.02 | 74.5 | 54 | 37.25 | 40.23 | |
| CoCoASIGModel=Qwen-2.5-32b, Mode=ConMLDS (α=6.0)2026.02 | 74.5 | 66.75 | 21.28 | 49.73 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=fMLDS (α=1.0)2026.02 | 74.25 | 52.75 | 38.5 | 39.17 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=fMLDS (α=6.0)2026.02 | 74.25 | 51.75 | 38.5 | 38.42 | |
| CoCoASIGModel=Qwen-2.5-14b, Mode=ConMLDS (α=6.0)2026.02 | 73.75 | 52.5 | 37 | 38.72 | |
| DiverModel=Qwen-2.5-32b2026.02 | 73 | 71.33 | 11 | 52.07 | |
| BaselineModel=Mistral-7b2026.02 | 72.75 | 68.59 | 20.25 | 49.9 | |
| BaselineModel=Qwen-2.5-32b2026.02 | 72.75 | 71.68 | 18.75 | 52.15 | |
| DoLaModel=Mistral-7b2026.02 | 72.25 | 67.4 | 20.75 | 48.7 | |
| CoCoASIGModel=Mistral-7b, Mode=fMLDS (α=2.5)2026.02 | 72.25 | 73.25 | 15.5 | 52.92 | |
| CoCoASIGModel=Mistral-7b, Mode=ConMLDS (α=2.5)2026.02 | 71.93 | 74.25 | 15.5 | 53.41 | |
| DoLaModel=Llama-3-8b2026.02 | 71.75 | 61.46 | 16.75 | 44.1 | |
| CoCoASIGModel=Mistral-7b, Mode=fMLDS (α=6.0)2026.02 | 71.75 | 72.93 | 15.25 | 52.33 | |
| CoCoASIGModel=Mistral-7b, Mode=ConMLDS (α=6.0)2026.02 | 71.75 | 72.5 | 15.75 | 52.02 | |
| CoCoASIGModel=Mistral-7b, Mode=fMLDS (α=1.0)2026.02 | 71.25 | 73.25 | 15.75 | 52.19 | |
| CoCoASIGModel=Mistral-7b, Mode=ConMLDS (α=1.0)2026.02 | 71.25 | 74.75 | 15.5 | 53.26 | |
| DeCoReModel=Qwen-2.5-14b2026.02 | 71.25 | 27.96 | 55.25 | 19.92 | |
| DeCoReModel=Mistral-7b2026.02 | 69.5 | 58.75 | 34.5 | 40.83 | |
| BaselineModel=Qwen-2.5-14b2026.02 | 69 | 61.87 | 22.5 | 42.69 | |
| DeCoReModel=Llama-3-8b2026.02 | 68.5 | 71 | 33.75 | 48.63 | |
| DiverModel=Mistral-7b2026.02 | 68.5 | 72.6 | 14.25 | 49.73 | |
| BaselineModel=Llama-3-8b2026.02 | 66 | 57.28 | 13.5 | 37.81 | |
| DiverModel=Qwen-2.5-14b2026.02 | 65.75 | 69.23 | 11.75 | 45.52 | |
| DiverModel=Llama-3-8b2026.02 | 64.75 | 67.87 | 4.5 | 43.94 |