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Consistent Reasoning on TruthfulQA

79.4AccuracyGibbs
64.3268.23572.1576.065Jun 17, 2026

Evaluation results

MethodLinks
GibbsLLM=Llama-3.1-8B-Instruct, n=642026.0679.4
GibbsLLM=OLMo-3-32B-Think, n=162026.0678.8
GibbsLLM=Llama-3.1-8B-Instruct, n=42026.0677.3
GibbsLLM=Llama-3.1-8B-Instruct, n=162026.0677.1
GibbsLLM=OLMo-3-32B-Think, n=642026.0676.6
4-Pass (autoreg.)LLM=Llama-3.1-8B-Instruct2026.0675.9
ICMLLM=Llama-3.1-8B-Instruct, n=642026.0675.9
GibbsLLM=OLMo-3-32B-Think, n=42026.0675.9
1-Pass (autoreg.)LLM=Llama-3.1-8B-Instruct2026.0673.4
ICMLLM=OLMo-3-32B-Think, n=642026.0673.2
Zero-shot (greedy)LLM=OLMo-3-32B-Think2026.0668.3
4-Pass (autoreg.)LLM=OLMo-3-32B-Think2026.0667.6
Zero-shot (greedy)LLM=Llama-3.1-8B-Instruct2026.0665.7
1-Pass (autoreg.)LLM=OLMo-3-32B-Think2026.0664.9