Papers by Zizhao Chen
Retrospective Learning from Interactions (2025.acl-long)
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| Challenge: | Multi-turn interactions between large language models and users naturally include implicit feedback signals. |
| Approach: | They propose a method to learn from feedback signals in past interactions without annotations . they use a multimodal LLM to solve a reasoning task with a combinatorial solution space . |
| Outcome: | The proposed method improves task completion rate from 31% to 82% without annotations. |