conftrace_

factuality

4 papers

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Co-occurring keywords · papers mentioning both

hallucinations (3) in-context sharpness (1) distribution-free (1) debate (1) subject entity names (1) human-annotated samples (1) black box (1) entropy-based metrics (1) pre-trained knowledge (1) generic response (1)

Papers

FactTest: Factuality Testing in Large Language Models with Finite-Sample and Distribution-Free Guarantees ICML 2025 Improving Factuality and Reasoning in Language Models through Multiagent Debate ICML 2024 In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation ICML 2024 Understanding Finetuning for Factual Knowledge Extraction ICML 2024