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Yongxin Deng

2 accepted papers

2026

Beyond In-Domain Detection: SpikeScore for Cross-Domain Hallucination Detection

ICLR 2026poster

Hallucination detection is critical for deploying large language models (LLMs) in real-world applications. Existing hallucination detection methods achieve strong performance when the training and test data come from the same domain, but they suffer from poor cross-domain generalization. In this pap…

Cited by 0SourcecodeScholar
2025

CogniDual Framework: Self-Training Large Language Models within a Dual-System Theoretical Framework for Improving Cognitive Tasks

ICASSP 2025accepted

Cognitive psychology investigates perception, attention, memory, language, problem-solving, decision-making, and reasoning. Kahneman’s dual-system theory elucidates the human decision-making process, distinguishing between the rapid, intuitive System 1 and the deliberative, rational System 2. Recent…

Cited by 0SourceScholar