作者位次 #5/6ICML 2026Poster· Social Aspects / Alignment
Expectation Alignment of Language Models for Real-World User Expectations
Miaomiao Li · Yang Wang · Bin Liang · Shudong Liu · Zhiwei Zhang · Kam-Fai Wong
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Miaomiao Li · Yang Wang · Bin Liang · Shudong Liu · Zhiwei Zhang · Kam-Fai Wong
Zhiwei Zhang · Fei zhao · Rui Wang · Zezhong Wang · Bin Liang · Jiakang Wang · Yao Hu · Shaosheng Cao · Kam-Fai Wong
Large language models (LLMs) can call tools effectively, yet they remain brittle in multi-turn execution: after a tool-call error, smaller models often fall into repetitive invalid re-invocations instead of interpreting the feedback and recovering. This failure mode persists because current train...