Papers by June Park
Conflict-Aware Soft Prompting for Retrieval-Augmented Generation (2025.emnlp-main)
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| Challenge: | Existing studies show that REtrieval-augmented generation (RAG) fails to resolve the conflict between incorrect external context and correct parametric knowledge. |
| Approach: | They propose a conflict-aware REtrieval-augmented generation system that encodes external context into compact memory embeddings and captures a guidance signal that directs reasoning toward the more reliable knowledge source. |
| Outcome: | Extensive experiments show that CARE effectively mitigates context-memory conflicts, leading to an average performance gain of 5.0% on QA and fact-checking benchmarks. |