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cs.AI2026
The Judge Can Debias Itself: Awareness and Self-Debiasing for Reliable LLM-as-a-Judge
Youbing Yin, Jingyu Wu, Anoop Kumar +3
LLM-as-a-Judge systems are increasingly employed for automated evaluation, yet remain susceptible to systematic biases that undermine their reliability. We demonstrate that the jud…
cs.AI2026
Probing Ambiguity: Adversarial Intent Resolution for Robust Text-to-SQL
Youbing Yin, Xujun Peng, Muhammad S. Uddin +3
Text-to-SQL systems typically assume a one-to-one mapping between natural-language queries and correct SQL translations. In practice, however, many queries are inherently ambiguous…