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ResearchFormerly WizWand

Hallucination Detection on XTRUST

64.5AccuracyLEAP
40.0646.40552.7559.095Nov 8, 2025
Updated 8mo ago

Evaluation results

MethodLinks
LEAPModels=Llama3.1-8B2025.1164.563.59
LEAPModels=Qwen2.5-7B2025.116466.36
HaluAgentModels=Llama3.1-8B2025.1163.359.65
HaluAgentModels=Qwen2.5-7B2025.1161.9364.11
SAFEModels=Llama3.1-8B2025.1160.5866.25
FIREModels=Llama3.1-8B2025.1158.0965.87
LEAPModels=Mistral-8B2025.1157.561.54
FIREModels=Qwen2.5-7B2025.1153.6157.94
Self-Check(3)Models=Qwen2.5-7B2025.1152.5260.24
FACTOOLModels=Mistral-8B2025.1148.3755.87
FIREModels=Mistral-8B2025.1148.3760.7
FACTOOLModels=Llama3.1-8B2025.1148.1864.68
LN-entropyModels=Qwen2.5-7B2025.114862.32
Self-Check(3)Models=Mistral-8B2025.1147.7461.19
PerplexityModels=Qwen2.5-7B2025.1147.562.63
FACTOOLModels=Qwen2.5-7B2025.1147.4256.78
Semantic EntropyModels=Qwen2.5-7B2025.114761.31
HaluAgentModels=Mistral-8B2025.1146.4359.46
Self-Check(3)Models=Llama3.1-8B2025.1146.2461.83
Self-Check(0)Models=Qwen2.5-7B2025.1146.0759.92
LN-entropyModels=Llama3.1-8B2025.114661.7
SAFEModels=Mistral-8B2025.1145.1659.72
Self-Check(0)Models=Mistral-8B2025.1144.9554.77
LN-entropyModels=Mistral-8B2025.1144.561.32
SAFEModels=Qwen2.5-7B2025.1144.2554.03
Self-Check(0)Models=Llama3.1-8B2025.1144.1661.27
PerplexityModels=Llama3.1-8B2025.114461.11
PerplexityModels=Mistral-8B2025.114461.11
Semantic EntropyModels=Llama3.1-8B2025.114358.99
Semantic EntropyModels=Mistral-8B2025.114157.55