Document Retrieval on COIR
47NDCG@10LMK
Evaluation Results
| Method | Links | |
|---|---|---|
| LMKFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=322026.01 | 47 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=642026.01 | 46.9 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=1282026.01 | 46.8 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=64, Evaluation Pool=LMK, Evaluation Granularity=642026.01 | 46.6 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=32, Evaluation Pool=LMK, Evaluation Granularity=322026.01 | 46.4 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=256, Evaluation Pool=LMK, Evaluation Granularity=2562026.01 | 46.4 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=2562026.01 | 46.4 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Pool=LMK, Evaluation Granularity=1282026.01 | 46.3 | |
| MeanFinetuning Pool=Mean, Evaluation Pool=Mean2026.01 | 44.1 | |
| CLSFinetuning Pool=CLS, Evaluation Pool=CLS2026.01 | 43.5 | |
| Latent AttnFinetuning Pool=Latent Attn, Evaluation Pool=Latent Attn2026.01 | 43.3 | |
| LMKFinetuning Pool=LMK, Finetuning Granularity=Sentence, Evaluation Pool=LMK, Evaluation Granularity=Sentence2026.01 | 42.7 | |
| Mean@kFinetuning Pool=Mean@k, Finetuning Granularity=64, Evaluation Pool=Mean@k, Evaluation Granularity=642026.01 | 39.8 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=32, Evaluation Granularity=322026.01 | 38 | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=322026.01 | 37.7 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=64, Evaluation Granularity=642026.01 | 37.6 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Granularity=1282026.01 | 37.6 | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=2562026.01 | 37.6 | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=642026.01 | 37.5 | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=1282026.01 | 37.5 | |
| Mean@kFinetuning Pool=Mean@k, Evaluation Pool=Mean@k2026.01 | 37.1 | |
| MultiCLSFinetuning Pool=CLS, Evaluation Pool=MultiCLS2026.01 | 36.9 | |
| Latent AttnFinetuning Pool=Latent Attn, Evaluation Pool=Latent Attn2026.01 | 36.8 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=256, Evaluation Granularity=2562026.01 | 36.8 | |
| CLSFinetuning Pool=CLS, Evaluation Pool=CLS2026.01 | 36.6 | |
| MeanFinetuning Pool=Mean, Evaluation Pool=Mean2026.01 | 36.6 | |
| LMK pooling (Sentence)Finetuning Pool=LMK, Finetuning Granularity=Sentence, Evaluation Pool=LMK2026.01 | 36.6 | |
| MultiCLSFinetuning Pool=CLS, Evaluation Pool=MultiCLS, Evaluation Granularity=1282026.01 | 35.4 | |
| MeanFinetuning Pool=Mean, Finetuning Granularity=-, Evaluation Pool=Mean, Evaluation Granularity=-2026.01 | 32.5 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Pool=LMK, Evaluation Granularity=1282026.01 | 31.6 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=322026.01 | 30.9 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=642026.01 | 30.6 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=1282026.01 | 30.4 | |
| CLSFinetuning Pool=CLS, Finetuning Granularity=-, Evaluation Pool=CLS, Evaluation Granularity=-2026.01 | 30.1 | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=2562026.01 | 30.1 |