Hallucination Detection on GrailQA
78.82AccuracyLUCID
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LUCIDFramework=Readi2026.04 | 78.82 | 80.45 | 0.5171 | 70.33 | |
| LLMFramework=Readi2026.04 | 77.05 | 63.01 | 0.3545 | 58.5 | |
| TrulensFramework=Readi2026.04 | 75.38 | 82.02 | 0.48 | 68.47 | |
| LettuceDetectFramework=Readi2026.04 | 74.55 | 52.22 | 0.4611 | 57.63 | |
| ReDeEPFramework=StructGPT, granularity=chunk2026.04 | 74.19 | 78.65 | 0.4164 | 64.83 | |
| LUCIDFramework=StructGPT2026.04 | 73.31 | 79.58 | 0.4485 | 65.91 | |
| ReDeEPFramework=Readi, Granularity=chunk2026.04 | 72.62 | 79.14 | 0.4122 | 64.33 | |
| SelfCheckGPT-NliFramework=StructGPT2026.04 | 72.52 | 78.63 | 0.4365 | 64.93 | |
| LLMFramework=StructGPT2026.04 | 71.63 | 57.29 | 0.2263 | 50.51 | |
| ReDeEPFramework=Readi, Granularity=token2026.04 | 71.25 | 78.5 | 0.3931 | 63.02 | |
| LN-EntropyFramework=StructGPT2026.04 | 70.8 | 76.26 | 0.4053 | 62.53 | |
| SelfCheckGPT-BERTScoreFramework=StructGPT2026.04 | 70.3 | 79.52 | 0.4477 | 64.86 | |
| RAGAsFramework=Readi2026.04 | 70.15 | 73.41 | 0.3578 | 59.78 | |
| LN-EntropyFramework=Readi2026.04 | 69.33 | 73.15 | 0.3168 | 58.05 | |
| Trulens GroundednessFramework=StructGPT2026.04 | 68.76 | 74.1 | 0.3741 | 60.09 | |
| ReDeEPFramework=StructGPT, granularity=token2026.04 | 68.67 | 75.27 | 0.3203 | 58.66 | |
| PerplexityFramework=StructGPT2026.04 | 67.54 | 76.13 | 0.3921 | 60.96 | |
| RAGAs FaithfulnessFramework=StructGPT2026.04 | 66.88 | 69.89 | 0.321 | 56.29 | |
| Lexical SimilarityFramework=StructGPT2026.04 | 65.79 | 73.26 | 0.3423 | 57.76 | |
| SelfCk-NliFramework=Readi2026.04 | 65.75 | 75.27 | 0.3787 | 59.63 | |
| Lexical SimilarityFramework=Readi2026.04 | 64.79 | 70.36 | 0.2782 | 54.32 | |
| PerplexityFramework=Readi2026.04 | 64.1 | 71.5 | 0.316 | 55.73 | |
| SelfCk-BERTScoreFramework=Readi2026.04 | 61.76 | 67.75 | 0.2186 | 50.46 | |
| EigenScoreFramework=Readi2026.04 | 60.52 | 63.27 | 0.2051 | 48.1 | |
| MetaQAFramework=StructGPT2026.04 | 57.27 | 57.64 | 0.1396 | 42.96 | |
| EigenScoreFramework=StructGPT2026.04 | 55.39 | 62.2 | 0.1855 | 45.38 | |
| FocusFramework=StructGPT2026.04 | 54.51 | 46.27 | 0.0155 | 34.11 | |
| FocusFramework=Readi2026.04 | 53.95 | 52.53 | 0.0475 | 37.08 | |
| MetaQAFramework=Readi2026.04 | 53.92 | 55.22 | 0.1043 | 39.86 | |
| LettuceDetectFramework=StructGPT2026.04 | 53.01 | 38.91 | 0.2306 | 38.33 | |
| EnergyFramework=Readi2026.04 | 52.54 | 55.43 | 0.0368 | 37.22 | |
| EnergyFramework=StructGPT2026.04 | 32.08 | 57.81 | 0.0419 | 31.36 |