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Token-level Hallucination Detection on Math 500

9.86S_incorQwen3-0.6B
6.787227.528648.2769.0114May 12, 2026

Evaluation results

MethodLinks
Qwen3-0.6BCategory=Backbone Models2026.059.8698.94
Qwen3-1.7BCategory=Backbone Models2026.052499.93
Qwen3-4BCategory=Backbone Models2026.0542.2399.91
R1-Qwen3-8BCategory=Critic Models2026.0543.9599.8
GPT-4.1Category=Critic Models2026.0546.698.56
Qwen3-8BCategory=Backbone Models2026.0549.4599.84
QwQ-32BCategory=Critic Models2026.0555.0599.78
TOKENHD-0.6BCategory=Detector Models2026.0563.6494.83
TOKENHD-1.7BCategory=Detector Models2026.0564.3998.06
TOKENHD-8BCategory=Detector Models2026.0564.5598.71
TOKENHD-4BCategory=Detector Models2026.0564.6198.1
o4-miniCategory=Critic Models2026.0571.3999.93
o3Category=Labeler Models2026.0582.0399.86
GPT-5Category=Labeler Models2026.0586.6899.68