Papers by Yuang Cai
Semantic Contribution-Aware Adaptive Retrieval for Black-Box Models (2025.findings-emnlp)
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| Challenge: | Existing approaches to retrieval-agmented generation fail to generalize effectively in black-box scenarios. |
| Approach: | They propose a framework that leverages the semantic importance of words to dynamically adjust retrieval thresholds and filter information. |
| Outcome: | The proposed framework achieves the highest score on four long-form, knowledge-intensive generation datasets. |