Hallucination Detection on XTRUST
64.5AccuracyLEAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LEAPModels=Llama3.1-8B2025.11 | 64.5 | 63.59 | |
| LEAPModels=Qwen2.5-7B2025.11 | 64 | 66.36 | |
| HaluAgentModels=Llama3.1-8B2025.11 | 63.3 | 59.65 | |
| HaluAgentModels=Qwen2.5-7B2025.11 | 61.93 | 64.11 | |
| SAFEModels=Llama3.1-8B2025.11 | 60.58 | 66.25 | |
| FIREModels=Llama3.1-8B2025.11 | 58.09 | 65.87 | |
| LEAPModels=Mistral-8B2025.11 | 57.5 | 61.54 | |
| FIREModels=Qwen2.5-7B2025.11 | 53.61 | 57.94 | |
| Self-Check(3)Models=Qwen2.5-7B2025.11 | 52.52 | 60.24 | |
| FACTOOLModels=Mistral-8B2025.11 | 48.37 | 55.87 | |
| FIREModels=Mistral-8B2025.11 | 48.37 | 60.7 | |
| FACTOOLModels=Llama3.1-8B2025.11 | 48.18 | 64.68 | |
| LN-entropyModels=Qwen2.5-7B2025.11 | 48 | 62.32 | |
| Self-Check(3)Models=Mistral-8B2025.11 | 47.74 | 61.19 | |
| PerplexityModels=Qwen2.5-7B2025.11 | 47.5 | 62.63 | |
| FACTOOLModels=Qwen2.5-7B2025.11 | 47.42 | 56.78 | |
| Semantic EntropyModels=Qwen2.5-7B2025.11 | 47 | 61.31 | |
| HaluAgentModels=Mistral-8B2025.11 | 46.43 | 59.46 | |
| Self-Check(3)Models=Llama3.1-8B2025.11 | 46.24 | 61.83 | |
| Self-Check(0)Models=Qwen2.5-7B2025.11 | 46.07 | 59.92 | |
| LN-entropyModels=Llama3.1-8B2025.11 | 46 | 61.7 | |
| SAFEModels=Mistral-8B2025.11 | 45.16 | 59.72 | |
| Self-Check(0)Models=Mistral-8B2025.11 | 44.95 | 54.77 | |
| LN-entropyModels=Mistral-8B2025.11 | 44.5 | 61.32 | |
| SAFEModels=Qwen2.5-7B2025.11 | 44.25 | 54.03 | |
| Self-Check(0)Models=Llama3.1-8B2025.11 | 44.16 | 61.27 | |
| PerplexityModels=Llama3.1-8B2025.11 | 44 | 61.11 | |
| PerplexityModels=Mistral-8B2025.11 | 44 | 61.11 | |
| Semantic EntropyModels=Llama3.1-8B2025.11 | 43 | 58.99 | |
| Semantic EntropyModels=Mistral-8B2025.11 | 41 | 57.55 |