Papers with prompt-based query reasoners
Reinforced Query Reasoners for Reasoning-intensive Retrieval Tasks (2025.emnlp-main)
Copied to clipboard
| Challenge: | Existing methods for retrieval of information excel at textual and semantic matching but struggle in reasoning-intensive retrieval tasks. |
| Approach: | They propose a family of small-scale language models for query reasoning and rewriting in reasoning-intensive retrieval. |
| Outcome: | The proposed model outperforms existing models on a BRIGHT benchmark with BM25 retrievers. |