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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Koyo Kobayashi

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Jul 2026

ReliableTableQA:How Much Supervision Does Reliability Annotation Need?

This work introduces ReliableTableQA, a framework for training an LLM to annotate the statistical reliability of tabular QA results, and reframe reliability annotation as a data-efficiency problem and delineate precisely when reinforcement fine-tuning does and does not pay off.

Huei-Chung Hu, Hsin-Tai Wu, Koyo Kobayashi · 0 citations

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