Re-ranking on BEIR (test)
59.8NQRouteHead
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RouteHeadBase LLM=Llama-3.1-8B-Instruct2026.04 | 59.8 | 78.2 | 36 | 39.6 | 76.7 | 19.9 | 85.8 | 24 | 37.6 | 51.6 | 46.8 | 50.5 | |
| QRhead+ReAttnBase LLM=Llama-3.1-8B-Instruct2026.02 | 59.3 | 78.2 | 36 | 40.4 | 76.8 | 20.2 | 86.4 | 25.3 | 38.6 | 52.5 | 47 | 50.9 | |
| QRheadBase LLM=Llama-3.1-8B-Instruct2026.02 | 58.6 | 77.5 | 35.3 | 39.1 | 76.2 | 19.4 | 85.3 | 23.9 | 37.2 | 51.4 | 46.2 | 50 | |
| QRheadBase LLM=Llama-3.1-8B-Instruct2026.04 | 58.6 | 77.5 | 35.3 | 39.1 | 76.2 | 19.4 | 85.3 | 23.8 | 37.2 | 51.4 | 46.1 | 50 | |
| RouteHeadBase LLM=Llama-3.2-3B-Instruct2026.04 | 56.3 | 78.6 | 35.6 | 36.4 | 75.1 | 18.9 | 84.4 | 25.3 | 37.6 | 50.9 | 46.4 | 49.6 | |
| MSMARCO-MiniLM2026.02 | 55.8 | 74.3 | 35.2 | 35.1 | 68.5 | 17.5 | 80.4 | 25.5 | 45.3 | 47.9 | 43 | 48 | |
| MSMARCO-MiniLM2026.04 | 55.8 | 74.3 | 35.2 | 35.1 | 68.5 | 17.5 | 80.4 | 25.5 | 45.3 | 47.9 | 43 | 48 | |
| QRhead+ReAttnBase LLM=Llama-3.2-3B-Instruct2026.02 | 55.6 | 77.6 | 36.6 | 36.2 | 75.3 | 19.5 | 84.3 | 25.6 | 38 | 49.8 | 46 | 49.3 | |
| BGE-Reranker-base2026.02 | 55.2 | 66.4 | 31 | 31.7 | 70.8 | 15.7 | 88.6 | 36.5 | 42.5 | 39.9 | 37 | 46.8 | |
| BGE-Reranker-base2026.04 | 55.2 | 66.4 | 31 | 31.7 | 70.8 | 15.7 | 88.6 | 36.5 | 42.5 | 39.9 | 37 | 46.8 | |
| QRheadBase LLM=Llama-3.2-3B-Instruct2026.02 | 54.9 | 77.4 | 35.1 | 35.1 | 74.7 | 18.3 | 83.7 | 24.5 | 36 | 49.7 | 45.1 | 48.6 | |
| QRheadBase LLM=Llama-3.2-3B-Instruct2026.04 | 54.9 | 77.3 | 35.1 | 35 | 74.7 | 18.3 | 83.6 | 24.5 | 36 | 49.7 | 45.2 | 48.6 | |
| ICR+ReAttnBase LLM=Llama-3.1-8B-Instruct2026.02 | 54.4 | 73.5 | 35 | 35.9 | 76.2 | 19.3 | 86.1 | 25.7 | 37.5 | 49.3 | 45.1 | 49.3 | |
| ICRBase LLM=Llama-3.1-8B-Instruct2026.02 | 54 | 73.3 | 34.8 | 35.6 | 75.5 | 19 | 85.8 | 24.8 | 36.9 | 49 | 44.5 | 48.5 | |
| ICRBase LLM=Llama-3.1-8B-Instruct2026.04 | 54 | 73.3 | 34.8 | 35.6 | 75.5 | 19 | 85.8 | 24.8 | 36.9 | 49 | 44.5 | 48.5 | |
| CoreheadBase LLM=Llama-3.1-8B-Instruct2026.04 | 54 | 75.6 | 34.1 | 39.4 | 74.7 | 18.6 | 81.5 | 21.6 | 32.6 | 48.9 | 42.7 | 47.5 | |
| RankGPTBubbleBase LLM=Llama-3.1-8B-Instruct2026.02 | 53.7 | 75.5 | 34.3 | 31.4 | 69.3 | 17.4 | 67.5 | 23.8 | 42.9 | 47.8 | 46.2 | 46.3 | |
| RankGPTLlama-3.1-8BBase LLM=Llama-3.1-8B2026.04 | 53.7 | 75.5 | 34.3 | 31.4 | 69.3 | 17.4 | 67.5 | 23.8 | 42.9 | 47.8 | 46.2 | 46.3 | |
| GTR-T5-base2026.02 | 51.4 | 74.8 | 32.5 | 34.7 | 62.1 | 15.8 | 72.9 | 26.8 | 37.1 | 46.1 | 42.8 | 45.2 | |
| CoreheadBase LLM=Llama-3.2-3B-Instruct2026.04 | 51.4 | 77.3 | 34.2 | 35 | 73.8 | 18.4 | 82 | 23.2 | 32 | 48.7 | 43.2 | 47.2 | |
| RouteHeadBase LLM=Qwen-2.5-7B-Instruct2026.04 | 51.4 | 68 | 33.4 | 31.2 | 71.2 | 16 | 81.2 | 20.4 | 36.3 | 44.5 | 40.2 | 44.9 | |
| GTR-T5-base2026.04 | 51.4 | 74.8 | 32.5 | 34.7 | 62.1 | 15.8 | 72.9 | 26.8 | 37.1 | 46.1 | 42.8 | 45.2 | |
| QRhead+ReAttnBase LLM=Qwen-2.5-7B-Instruct2026.02 | 50.7 | 68.6 | 34.2 | 30.3 | 71.9 | 16.6 | 81.5 | 21.3 | 37.4 | 44.8 | 41 | 45.3 | |
| CoreheadBase LLM=Qwen-2.5-7B-Instruct2026.04 | 50.1 | 67.7 | 32.5 | 30.6 | 70 | 14.5 | 79.8 | 19.3 | 32.4 | 45 | 42.1 | 44 | |
| QRheadBase LLM=Qwen-2.5-7B-Instruct2026.02 | 49.9 | 67.7 | 33.1 | 29.2 | 71 | 15.3 | 80.7 | 20.1 | 35.7 | 43.7 | 39.8 | 44.2 | |
| QRheadBase LLM=Qwen-2.5-7B-Instruct2026.04 | 49.9 | 67.7 | 33.1 | 29.2 | 71 | 15.3 | 80.7 | 20.1 | 35.7 | 43.7 | 39.8 | 44.2 | |
| ICR+ReAttnBase LLM=Llama-3.2-3B-Instruct2026.02 | 49.8 | 72.5 | 34.4 | 32.5 | 74.1 | 17.5 | 83 | 24.5 | 36.8 | 47.7 | 45.4 | 47.3 | |
| ICRBase LLM=Llama-3.2-3B-Instruct2026.04 | 49.3 | 72.5 | 33.8 | 31.7 | 73.3 | 17.4 | 82.7 | 24.2 | 34.7 | 47.1 | 44.6 | 46.5 | |
| ICRBase LLM=Llama-3.2-3B-Instruct2026.02 | 49.2 | 72.3 | 33.8 | 31.8 | 73.3 | 17.4 | 82.6 | 24.2 | 34.7 | 47.2 | 44.7 | 46.5 | |
| Contriever2026.02 | 44.6 | 67.5 | 32.8 | 28.4 | 67.1 | 18.9 | 64.2 | 28 | 39.5 | 45.7 | 41.7 | 43.5 | |
| Contriever2026.04 | 44.6 | 67.5 | 32.8 | 28.4 | 67.1 | 18.9 | 64.2 | 28 | 39.5 | 45.7 | 41.7 | 43.5 | |
| ICR+ReAttnBase LLM=Qwen-2.5-7B-Instruct2026.02 | 44 | 67 | 33.9 | 28.1 | 72.2 | 17.8 | 80 | 20.9 | 36.6 | 43.6 | 41.2 | 44 | |
| ICRBase LLM=Qwen-2.5-7B-Instruct2026.02 | 43.1 | 66.1 | 32.7 | 27 | 71.1 | 16.4 | 79.2 | 19.6 | 35.3 | 43 | 40 | 43 | |
| ICRBase LLM=Qwen-2.5-7B-Instruct2026.04 | 43.1 | 66.1 | 32.7 | 27 | 71.1 | 16.4 | 79.2 | 19.6 | 35.3 | 43 | 40 | 43 | |
| RankGPTBubbleBase LLM=Qwen-2.5-7B-Instruct2026.02 | 42.7 | 70.5 | 34.1 | 29.5 | 69.3 | 16.6 | 70.5 | 19.7 | 37.1 | 46.4 | 43.6 | 43.6 | |
| RankGPTQwen-2.5-7BBase LLM=Qwen-2.5-7B2026.04 | 42.7 | 70.5 | 34.1 | 29.5 | 69.3 | 16.6 | 70.5 | 19.7 | 37.1 | 46.4 | 43.6 | 43.6 | |
| RouteHeadBase LLM=Llama-3.2-1B-Instruct2026.04 | 42.4 | 67.7 | 32 | 25.9 | 70.1 | 15.8 | 78 | 23.4 | 32.4 | 42.8 | 42.3 | 43 | |
| QRheadBase LLM=Llama-3.2-1B-Instruct2026.04 | 41.4 | 67.3 | 31.6 | 25.1 | 69.5 | 15.5 | 77.4 | 23.3 | 31.8 | 42.2 | 42.2 | 42.5 | |
| ICRBase LLM=Llama-3.2-1B-Instruct2026.04 | 35.6 | 57.2 | 28.8 | 22.3 | 64.8 | 13.7 | 75.7 | 16.8 | 25.9 | 36 | 37.8 | 37.7 | |
| CoreheadBase LLM=Llama-3.2-1B-Instruct2026.04 | 35.6 | 56.9 | 29.1 | 24.8 | 65.3 | 14.3 | 70.6 | 17.4 | 21.8 | 35.1 | 34.9 | 36.9 | |
| RankGPTBubbleBase LLM=Llama-3.2-3B-Instruct2026.02 | 33.2 | 61.8 | 32 | 22.4 | 66.1 | 14.8 | 65.8 | 17.1 | 34.8 | 40.5 | 40.2 | 39 | |
| BM252026.02 | 30.5 | 59.5 | 32.2 | 23.6 | 67.9 | 14.9 | 65.1 | 16.5 | 31.8 | 40.7 | 39.5 | 38.4 | |
| BM25initial retrieval=true2026.04 | 30.5 | 59.5 | 32.2 | 23.6 | 67.9 | 14.9 | 65.1 | 16.5 | 31.8 | 40.7 | 39.5 | 38.4 | |
| RankGPTw/oBase LLM=Llama-3.2-3B-Instruct2026.02 | 30 | 59.5 | 32.2 | 23.6 | 67.9 | 14.9 | 65.9 | 17.1 | 31.8 | 40.7 | 39.5 | 38.5 | |
| RankGPTw/oBase LLM=Llama-3.1-8B-Instruct2026.02 | 30 | 59.5 | 32.2 | 23.6 | 67.9 | 14.9 | 65.9 | 16.8 | 31.8 | 40.7 | 39.5 | 38.4 | |
| RankGPTw/oBase LLM=Qwen-2.5-7B-Instruct2026.02 | 30 | 59.5 | 32.2 | 23.6 | 67.9 | 14.9 | 65.9 | 16.8 | 31.8 | 40.7 | 39.5 | 38.4 |