Document Reranking on MLDR zh
95.1P@1EviRerankbi
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EviRerankbiModel Type=Ours: EviRerank (AEB+SA), Selector=bi-encoder2024.11 | 95.1 | 96.8 | 97.6 | |
| EviRerankcrossModel Type=Ours: EviRerank (AEB+SA), Selector=cross-encoder2024.11 | 94.5 | 96.4 | 97.3 | |
| EviRerankBM25Model Type=Ours: EviRerank (AEB+SA), Selector=BM252024.11 | 90.9 | 93.9 | 95.4 | |
| KeyB(BERT)BinBModel Type=BERT based models, Selector=BinB2024.11 | 80.4 | 87.6 | 90.7 | |
| RankLLaMAModel Type=LLM2024.11 | 64.9 | 75.5 | 81.4 | |
| KeyB(BERT)BM25Model Type=BERT based models, Selector=BM252024.11 | 42.3 | 58.6 | 68.5 | |
| RankLLaMA-MaxPModel Type=LLM, Aggregation=MaxP2024.11 | 37.4 | 55.4 | 66.1 | |
| RankLLaMA-AvgPModel Type=LLM, Aggregation=AvgP2024.11 | 22.8 | 43.3 | 56.7 | |
| BM25Model Type=Baseline models2024.11 | 20.1 | 25.9 | 27.7 |