Citation Control on CITECONTROL
100Re ScoreICR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ICRBackbone=Llama-3.1-8B2025.10 | 100 | 89.6 | 61.7 | 60.6 | 78 | |
| COMB-RBackbone=Llama-3.1-8B2025.10 | 100 | 100 | 77.2 | 86 | 90.8 | |
| QRBackbone=Llama-3.3-70B2025.10 | 100 | 95.4 | 67.7 | 76.3 | 84.8 | |
| COMB-ABackbone=Llama-3.3-70B2025.10 | 100 | 99.8 | 73.3 | 79.5 | 88.1 | |
| COMB-RBackbone=Llama-3.3-70B2025.10 | 100 | 99.9 | 75.4 | 83.8 | 89.8 | |
| COMBBackbone=Llama-3.3-70B2025.10 | 100 | 100 | 79.1 | 84.4 | 90.9 | |
| AT2Backbone=Qwen3-8B2025.10 | 100 | 94.4 | 73.2 | 52.2 | 79.9 | |
| COMB-ABackbone=Qwen3-8B2025.10 | 100 | 99.9 | 80 | 82.5 | 90.6 | |
| COMBBackbone=Qwen3-8B2025.10 | 100 | 100 | 83.9 | 87.2 | 92.8 | |
| AT2Backbone=Qwen3-32B2025.10 | 100 | 79.6 | 67.2 | 51.5 | 74.6 | |
| QRBackbone=Qwen3-32B2025.10 | 100 | 61.6 | 70.5 | 65.9 | 74.5 | |
| COMB-ABackbone=Qwen3-32B2025.10 | 100 | 99.9 | 83.7 | 86.4 | 92.5 | |
| COMBBackbone=Qwen3-32B2025.10 | 100 | 99.9 | 85.4 | 89.8 | 93.8 | |
| QRBackbone=Llama-3.2-1B2025.10 | 99.9 | 99.8 | 63.8 | 34.2 | 74.4 | |
| COMB-ABackbone=Llama-3.2-1B2025.10 | 99.9 | 99.8 | 65.9 | 35.1 | 75.2 | |
| COMBBackbone=Llama-3.2-1B2025.10 | 99.9 | 99.8 | 76.8 | 71.9 | 87.1 | |
| AT2Backbone=Llama-3.1-8B2025.10 | 99.9 | 99.9 | 72.7 | 57.6 | 82.5 | |
| QRBackbone=Llama-3.1-8B2025.10 | 99.9 | 99.9 | 71.1 | 78.2 | 87.3 | |
| COMB-ABackbone=Llama-3.1-8B2025.10 | 99.9 | 100 | 76.8 | 79.8 | 89.1 | |
| COMBBackbone=Llama-3.1-8B2025.10 | 99.9 | 100 | 80.9 | 86 | 91.7 | |
| ICRBackbone=Llama-3.3-70B2025.10 | 99.9 | 36.1 | 56.9 | 52.7 | 61.4 | |
| COMBBackbone=Qwen3-1.7B2025.10 | 99.9 | 99.7 | 75.2 | 75 | 87.4 | |
| QRBackbone=Qwen3-8B2025.10 | 99.9 | 44.1 | 70.5 | 51.8 | 66.6 | |
| COMB-RBackbone=Qwen3-8B2025.10 | 99.9 | 100 | 82.4 | 90.4 | 93.2 | |
| COMB-RBackbone=Qwen3-32B2025.10 | 99.9 | 99.9 | 84.6 | 90.8 | 93.8 | |
| ICRBackbone=Llama-3.2-1B2025.10 | 99.8 | 93 | 54.4 | 27.4 | 68.6 | |
| AT2Backbone=Llama-3.2-1B2025.10 | 99.8 | 89 | 68.9 | 38 | 73.9 | |
| DRAGBackbone=Llama-3.2-1B2025.10 | 99.8 | 100 | 71.3 | 69.5 | 85.1 | |
| AT2Backbone=Llama-3.3-70B2025.10 | 99.8 | 98.2 | 66.4 | 60.1 | 81.1 | |
| AT2Backbone=Qwen3-1.7B2025.10 | 99.8 | 70 | 64.8 | 43.4 | 69.5 | |
| QRBackbone=Qwen3-1.7B2025.10 | 99.8 | 69.1 | 65.4 | 43.6 | 69.5 | |
| COMB-ABackbone=Qwen3-1.7B2025.10 | 99.8 | 98.4 | 68.6 | 66.5 | 83.3 | |
| COMB-RBackbone=Qwen3-1.7B2025.10 | 99.8 | 99.9 | 73.8 | 79.8 | 88.3 | |
| ICRBackbone=Qwen3-8B2025.10 | 99.8 | 38 | 55.4 | 42.5 | 58.9 | |
| GENBackbone=Qwen3-32B2025.10 | 99.8 | 99.9 | 76.1 | 81.4 | 89.3 | |
| ICRBackbone=Qwen3-1.7B2025.10 | 99.7 | 46.1 | 56.9 | 39.8 | 60.6 | |
| GENBackbone=Llama-3.1-8B2025.10 | 99.6 | 99.3 | 54.3 | 61.6 | 78.7 | |
| DRAGBackbone=Llama-3.1-8B2025.10 | 99.6 | 100 | 71.8 | 68.6 | 85 | |
| DRAGBackbone=Llama-3.3-70B2025.10 | 99.6 | 100 | 71.9 | 69.3 | 85.2 | |
| DRAGBackbone=Qwen3-1.7B2025.10 | 99.6 | 100 | 74.4 | 70.8 | 86.2 | |
| DRAGBackbone=Qwen3-8B2025.10 | 99.6 | 100 | 74.5 | 69.4 | 85.9 | |
| DRAGBackbone=Qwen3-32B2025.10 | 99.5 | 100 | 73.8 | 68.7 | 85.5 | |
| BM25Backbone=Llama-3.3-70B2025.10 | 99.2 | 69.9 | 49 | 77 | 73.8 | |
| BM25Backbone=Qwen3-32B2025.10 | 99.1 | 69.5 | 50.5 | 71.8 | 72.7 | |
| ICRBackbone=Qwen3-32B2025.10 | 99 | 15 | 48 | 41.4 | 50.9 | |
| BM25Backbone=Llama-3.1-8B2025.10 | 98.7 | 70.2 | 49.6 | 75.6 | 73.5 | |
| BM25Backbone=Qwen3-8B2025.10 | 98.7 | 69.5 | 50.4 | 71.8 | 72.6 | |
| COMB-RBackbone=Llama-3.2-1B2025.10 | 98.6 | 98.5 | 67.1 | 72.2 | 84.1 | |
| BM25Backbone=Qwen3-1.7B2025.10 | 98.6 | 70 | 50.6 | 73.6 | 73.2 | |
| GENBackbone=Qwen3-8B2025.10 | 98.6 | 99.8 | 68 | 80.8 | 86.8 | |
| GENBackbone=Llama-3.3-70B2025.10 | 98.2 | 98.8 | 49.1 | 61.4 | 76.9 | |
| BM25Backbone=Llama-3.2-1B2025.10 | 98.1 | 71.7 | 48.3 | 73.8 | 72.9 | |
| GENBackbone=Qwen3-1.7B2025.10 | 94.5 | 96.1 | 40.9 | 53 | 71.1 | |
| GENBackbone=Llama-3.2-1B2025.10 | 41.4 | 44.6 | 14.1 | 8.6 | 27.2 |