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Jing-Wei Sun

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#machine learning Preprint Oct 2026

Rethinking Faithfulness in LLMs: A Pairwise Context-Sensitive Perspective

Large language models (LLMs) are expected to answer questions faithfully based on the provided context, abstaining when the context information is insufficient to answer the questions. Existing faithfulness evaluations typically assess each question-context instance in isolation; however, such instance-level evaluation...

Zi-Zhuo Zhang, Xiong Peng, Jing-Wei Sun et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Test-time Calibration Learning for Large Language Model Reasoning

Reliable large language models (LLMs) must not only produce accurate answers but also express confidence that faithfully reflects their probability of being correct. Such calibration is essential for identifying uncertain predictions and supporting reliable decision-making in real-world deployment. Recent studies incor...

Zi-Zhuo Zhang, Xiong Peng, Jing-Wei Sun et al. · 0 citations

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