Papers with in-domain effectiveness
CELI: Simple yet Effective Approach to Enhance Out-of-Domain Generalization of Cross-Encoders. (2024.naacl-short)
Copied to clipboard
| Challenge: | Existing cross-encoders do not capture all information into the [CLS] token . Xiong et al., 2021) find that the out-of-domain approach is less robust. |
| Approach: | They introduce a cross-encoder with late interaction that incorporates a late interaction layer into existing models. |
| Outcome: | The proposed method improves BEIR by 5% without compromising in-domain effectiveness or search latency. |
Evaluating Token-Level and Passage-Level Dense Retrieval Models for Math Information Retrieval (2022.findings-emnlp)
Copied to clipboard
| Challenge: | a recent study has shown that dense retrieval methods are suboptimal for capturing contextual similarities in complex data. |
| Approach: | They propose to combine a structure search method and efficient bi-encoder dense retrieval models to capture contextual similarities. |
| Outcome: | The proposed model improves on token-level and passage-level dense retrieval tasks. |