Information Retrieval on MedQuant
50nDCG@10NumColBERT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NumColBERTCategory=Ours2026.05 | 50 | 61 | 25 | 84 | |
| ColBERTftCategory=Dense Retriever2026.05 | 44 | 52 | 22 | 80 | |
| DeepQuantCategory=Quantity-Aware Retrievers2026.05 | 44 | 59 | 21 | 80 | |
| QSPLADECategory=Quantity-Aware Retrievers2026.05 | 38 | 52 | 19 | 70 | |
| QBM25Category=Quantity-Aware Retrievers2026.05 | 37 | 47 | 18 | 51 | |
| QColBERTCategory=Quantity-Aware Retrievers, Source=reported2026.05 | 37 | 51 | 18 | 73 | |
| QColBERTCategory=Quantity-Aware Retrievers, Source=reproduced2026.05 | 36 | 49 | 17 | 68 | |
| SPLADEftCategory=Sparse Retrievers2026.05 | 29 | 37 | 15 | 63 | |
| GPT-4o-miniCategory=LLM-based Reranker2026.05 | 26 | 36 | 13 | 62 | |
| BM25Category=Sparse Retrievers2026.05 | 8 | 11 | 5 | 37 |