Conversational Query Retrieval on QReCC
76.5R@10ADACQR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ADACQRRetriever Type=Sparse (BM25)2026.01 | 76.5 | 55.1 | — | 93.7 | — | |
| RetPORetriever Type=Sparse (BM25)2026.01 | 69.5 | 50 | — | 89.5 | — | |
| ADACQRRetriever Type=Dense (ANCE)2026.01 | 67.3 | 45.8 | — | 83.8 | — | |
| GroGURetriever Type=Sparse (BM25), Backbone Model=QWEN2026.01 | 67.2 | 45.9 | 74.9 | 85.6 | — | |
| Gold RewriteMethod Category=Query Rewrite2025.10 | 67.2 | — | — | — | 40.6 | |
| RetPORetriever Type=Dense (ANCE)2026.01 | 66.7 | 44 | — | 84.6 | — | |
| LLM4CSMethod Category=Query Rewrite2025.10 | 66.4 | — | — | — | 42.1 | |
| GroGURetriever Type=Sparse (BM25), Backbone Model=PHI2026.01 | 66.2 | 45.8 | 73.7 | 84.3 | — | |
| IterCQRRetriever Type=Dense (ANCE)2026.01 | 65.5 | 42.9 | — | 84.1 | — | |
| ConvGQRRetriever Type=Sparse (BM25)2026.01 | 64.4 | 44.1 | — | 88 | — | |
| IterCQRRetriever Type=Sparse (BM25)2026.01 | 64.4 | 46.7 | — | 85.5 | — | |
| ConvGQRRetriever Type=Dense (ANCE)2026.01 | 63.5 | 42 | — | 81.8 | — | |
| ChatR1-7BMethod Category=Retrieval-as-a-Tool2025.10 | 61.1 | — | — | — | 37 | |
| GroGURetriever Type=Dense (ANCE), Backbone Model=QWEN2026.01 | 60.8 | 40.2 | 67.5 | 76.8 | — | |
| ChatR1-3BMethod Category=Retrieval-as-a-Tool2025.10 | 60.2 | — | — | — | 36.4 | |
| GroGURetriever Type=Dense (ANCE), Backbone Model=PHI2026.01 | 59.8 | 39.4 | 67.1 | 76.3 | — | |
| ConvDRMethod Category=Encoder-based Retrieval2025.10 | 58.2 | — | — | — | 35.7 | |
| QuReTeCMethod Category=Query Rewrite2025.10 | 55 | — | — | — | 32.6 | |
| OriginalRetriever Type=Dense (ANCE), Backbone Model=PHI2026.01 | 54.9 | 36 | 61.3 | 70.6 | — | |
| Base SFTRetriever Type=Dense (ANCE), Backbone Model=QWEN2026.01 | 54.1 | 35.2 | 61.1 | 71.2 | — | |
| OriginalRetriever Type=Sparse (BM25), Backbone Model=PHI2026.01 | 53.7 | 36.8 | 61.9 | 75.3 | — | |
| T5QRMethod Category=Query Rewrite2025.10 | 53.1 | — | — | — | 31.8 | |
| IRCoT-3BMethod Category=Retrieval-as-a-Tool2025.10 | 52.8 | — | — | — | 31.2 | |
| Base SFTRetriever Type=Dense (ANCE), Backbone Model=PHI2026.01 | 51.8 | 32.9 | 58.5 | 69.4 | — | |
| Base SFTRetriever Type=Sparse (BM25), Backbone Model=QWEN2026.01 | 51.4 | 32.4 | 60.1 | 75.5 | — | |
| Base SFTRetriever Type=Sparse (BM25), Backbone Model=PHI2026.01 | 50.4 | 32.1 | 58.6 | 73.5 | — | |
| OriginalRetriever Type=Dense (ANCE), Backbone Model=QWEN2026.01 | 45.7 | 29.6 | 51 | 59.9 | — | |
| Qwen-3B QRMethod Category=Query Rewrite2025.10 | 45.5 | — | — | — | 27.2 | |
| OriginalRetriever Type=Sparse (BM25), Backbone Model=QWEN2026.01 | 43.6 | 27.7 | 50.7 | 65.4 | — |