作者位次 #4/8ICLR 2026Poster
Resisting Contextual Interference in RAG via Parametric-Knowledge Reinforcement
Chenyu Lin · Yilin Wen · Du Su · Hexiang Tan · Fei Sun · Muhan Chen · Chenfu Bao · Zhonghou Lv
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Chenyu Lin · Yilin Wen · Du Su · Hexiang Tan · Fei Sun · Muhan Chen · Chenfu Bao · Zhonghou Lv
Hexiang Tan · Wanli Yang · Junwei Zhang · Xin Chen · Rui Tang · Du Su · Jingang Wang · Yuanzhuo Wang · Fei Sun · Xueqi Cheng
Reliable confidence is essential for trusting the outputs of LLMs, yet widely deployed post-trained LLMs (PoLLMs) typically compromise this trust with severe overconfidence. In contrast, we observe that their corresponding base LLMs often remain well-calibrated. This naturally motivates us to cal...