Papers by Biancen Xie
LLM-Based Dialogue Labeling for Multiturn Adaptive RAG (2025.emnlp-industry)
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Zhiyu Chen, Biancen Xie, Sidarth Srinivasan, Manikandarajan Ramanathan, Rajashekar Maragoud, Qun Liu
| Challenge: | Retrieval-Augmented Generation (RAG) models integrate large language models with external knowledge retrieval . however, building multi-turn RAG-based chatbots for real-world customer service requires additional complexities. |
| Approach: | They propose methods to automatically generate labels for adaptive retrieval components using real customer-agent dialogue data. |
| Outcome: | The proposed method generates labels for components using real customer-agent dialogue data. |