Hallucination Detection on CSQA (CommonsenseQA)
84.7AUROC (128 steps)TraceDet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TraceDetBackbone Model=Dream-7B-Instruct, Method Category=Trajectory-based Methods2026.03 | 84.7 | 84.1 | 80.8 | |
| DynHDBackbone Model=Dream-7B-Instruct, Method Category=Trajectory-based Methods2026.03 | 83.5 | 84.6 | 84.3 | |
| DynHDBackbone Model=LLaDA-8B-Instruct, Method Category=Trajectory-based Methods2026.03 | 81.6 | 81.3 | 84.2 | |
| Lexical SimilarityBackbone Model=Dream-7B-Instruct, Method Category=Output-based Methods2026.03 | 77.3 | 76.9 | 66.5 | |
| TraceDetBackbone Model=LLaDA-8B-Instruct, Method Category=Trajectory-based Methods2026.03 | 77.2 | 77.1 | 72 | |
| EigenScoreBackbone Model=Dream-7B-Instruct, Method Category=Latent-based Methods2026.03 | 76.9 | 77.5 | 69.8 | |
| PerplexityBackbone Model=LLaDA-8B-Instruct, Method Category=Output-based Methods2026.03 | 65.6 | 65 | 54.9 | |
| LN-EntropyBackbone Model=LLaDA-8B-Instruct, Method Category=Output-based Methods2026.03 | 64.6 | 64.4 | 57.8 | |
| TSVBackbone Model=Dream-7B-Instruct, Method Category=Latent-based Methods2026.03 | 62.3 | 56.8 | 65.2 | |
| EigenScoreBackbone Model=LLaDA-8B-Instruct, Method Category=Latent-based Methods2026.03 | 58.5 | 60.6 | 63.2 | |
| Lexical SimilarityBackbone Model=LLaDA-8B-Instruct, Method Category=Output-based Methods2026.03 | 57.3 | 60.7 | 60.1 | |
| CCSBackbone Model=Dream-7B-Instruct, Method Category=Latent-based Methods2026.03 | 54.2 | 53.2 | 54.1 | |
| TSVBackbone Model=LLaDA-8B-Instruct, Method Category=Latent-based Methods2026.03 | 52.9 | 55.2 | 59 | |
| Semantic EntropyBackbone Model=Dream-7B-Instruct, Method Category=Output-based Methods2026.03 | 51.4 | 48.6 | 62.8 | |
| CCSBackbone Model=LLaDA-8B-Instruct, Method Category=Latent-based Methods2026.03 | 50.5 | 58.5 | 55.6 | |
| Semantic EntropyBackbone Model=LLaDA-8B-Instruct, Method Category=Output-based Methods2026.03 | 44.1 | 43.9 | 55.9 |