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Knowledge-intensive Question Answering on NQ

39.8TruthfulnessGPT-5
-3.2567.92219.130.278Sep 30, 2025

Evaluation results

MethodLinks
GPT-52025.0939.828—
OpenAI o32025.0938.130.8—
TruthRLBackbone=Llama3.3-70B-Instruct2025.0930.726—
TruthRLRetrieval Setting=With Retrieval, Backbone=Llama3.1-8B-Inst2025.0928.824.953.7
PromptingBackbone=Llama3.3-70B-Instruct2025.0928.130.8—
TruthRLRetrieval Setting=With Retrieval, Backbone=Qwen2.5-7B-Inst2025.0926.421.247.6
TruthRLRetrieval Setting=Without Retrieval, Backbone=Llama3.1-8B-Inst2025.0912.930.943.8
TruthRLRetrieval Setting=Without Retrieval, Backbone=Qwen2.5-7B-Inst2025.09-1.62523.5