Factual Question Answering on TruthfulQA (%Truth, %Info, %T*I, %Reject)
66.4Truth %ITI
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ITIBackbone=Llama-3-8b-it, Decoding Strategy=Inference-Time Intervention2026.05 | 66.4 | 83.2 | 52.6 | 16.5 | |
| APCDBackbone=Llama-3-8b-it, Decoding Strategy=Adaptive Path-Contrastive Decoding2026.05 | 63.2 | 83.8 | 49.8 | 17.2 | |
| DoLaBackbone=Llama-3-8b-it, Decoding Strategy=DoLa2026.05 | 60.6 | 75 | 40.5 | 19.9 | |
| Llama-3-8b-itDecoding Strategy=Greedy2026.05 | 60.3 | 75 | 39.8 | 19.9 | |
| DoLa+ADBackbone=Llama-3-8b-it, Decoding Strategy=DoLa + Activation Decoding2026.05 | 60.3 | 74.3 | 40.1 | 22.7 | |
| ADBackbone=Llama-3-8b-it, Decoding Strategy=Activation Decoding2026.05 | 60.2 | 74.4 | 39.9 | 22.9 | |
| DoLaBackbone=Llama-2-13b-chat, Decoding Strategy=DoLa2026.05 | 59.2 | 80.2 | 42.8 | 20.5 | |
| DoLa+ADBackbone=Llama-2-13b-chat, Decoding Strategy=DoLa + Activation Decoding2026.05 | 58.7 | 81.2 | 43.4 | 19.6 | |
| CADBackbone=Llama-3-8b-it, Decoding Strategy=Context-Aware Decoding2026.05 | 58.4 | 76.3 | 39.2 | 18.9 | |
| APCDBackbone=Llama-2-13b-chat, Decoding Strategy=Adaptive Path-Contrastive Decoding2026.05 | 57.8 | 88.8 | 49 | 11 | |
| ITIBackbone=Llama-2-13b-chat, Decoding Strategy=Inference-Time Intervention2026.05 | 57.1 | 84.9 | 44.8 | 14.9 | |
| ADBackbone=Llama-2-13b-chat, Decoding Strategy=Activation Decoding2026.05 | 56.9 | 88.7 | 48.1 | 11.4 | |
| APCDBackbone=Llama-2-7b-chat, Decoding Strategy=Adaptive Path-Contrastive Decoding2026.05 | 56.5 | 85.9 | 45.9 | 12.9 | |
| ITIBackbone=Llama-2-7b-chat, Decoding Strategy=Inference-Time Intervention2026.05 | 56.4 | 79.7 | 40.2 | 20.7 | |
| Llama-2-13b-chatDecoding Strategy=Greedy2026.05 | 55.4 | 84.6 | 44 | 15.8 | |
| ADBackbone=Llama-2-7b-chat, Decoding Strategy=Activation Decoding2026.05 | 54.8 | 85 | 42.6 | 16.1 | |
| DoLa+ADBackbone=Llama-2-7b-chat, Decoding Strategy=DoLa + Activation Decoding2026.05 | 54.7 | 84.3 | 42.1 | 16.3 | |
| DoLaBackbone=Llama-2-7b-chat, Decoding Strategy=DoLa2026.05 | 54.5 | 81 | 39.2 | 19.8 | |
| Llama-2-7b-chatDecoding Strategy=Greedy2026.05 | 54.3 | 81.4 | 39.5 | 19.5 | |
| CADBackbone=Llama-2-7b-chat, Decoding Strategy=Context-Aware Decoding2026.05 | 54.3 | 80.2 | 39.7 | 19.4 | |
| CADBackbone=Llama-2-13b-chat, Decoding Strategy=Context-Aware Decoding2026.05 | 52.1 | 85.6 | 42.6 | 15.6 |