Document Retrieval on LongEmbed 6
70.7NDCG@10LMK
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LMKFT. Gran.=Variable, EVAL. Gran.=322026.01 | 70.7 | — | |
| LMKFT. Gran.=Variable, EVAL. Gran.=642026.01 | 70.7 | — | |
| LMKFT. Gran.=Variable, EVAL. Gran.=1282026.01 | 70.2 | — | |
| LMKFT. Gran.=Variable, EVAL. Gran.=2562026.01 | 69.8 | — | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=1282026.01 | 65.7 | — | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=2562026.01 | 65.2 | — | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=642026.01 | 65.1 | — | |
| LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Granularity=322026.01 | 65 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Granularity=1282026.01 | 64.8 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=64, Evaluation Granularity=642026.01 | 64 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=32, Evaluation Granularity=322026.01 | 63.9 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Pool=LMK, Evaluation Granularity=1282026.01 | 63.1 | — | |
| LMKFT. Gran.=128, EVAL. Gran.=1282026.01 | 62.1 | — | |
| Latent AttnFinetuning Pool=Latent Attn, Evaluation Pool=Latent Attn2026.01 | 61.7 | — | |
| MeanFinetuning Pool=Mean, Finetuning Granularity=-, Evaluation Pool=Mean, Evaluation Granularity=-2026.01 | 61.6 | — | |
| LMK pooling (Sentence)Finetuning Pool=LMK, Finetuning Granularity=Sentence, Evaluation Pool=LMK2026.01 | 61 | — | |
| MeanFinetuning Pool=Mean, Evaluation Pool=Mean2026.01 | 60.8 | — | |
| MultiCLSFinetuning Pool=CLS, Evaluation Pool=MultiCLS2026.01 | 60.5 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=642026.01 | 60.4 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=1282026.01 | 60 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=2562026.01 | 59.9 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=322026.01 | 59.8 | — | |
| LMK poolingFinetuning Pool=LMK, Finetuning Granularity=256, Evaluation Granularity=2562026.01 | 59.7 | — | |
| Mean@kFinetuning Pool=Mean@k, Evaluation Pool=Mean@k2026.01 | 56 | — | |
| CLSFinetuning Pool=CLS, Evaluation Pool=CLS2026.01 | 52 | — | |
| CLSFinetuning Pool=CLS, Finetuning Granularity=-, Evaluation Pool=CLS, Evaluation Granularity=-2026.01 | 49.1 | — | |
| Mean2026.01 | 48.4 | — | |
| Latent2026.01 | 46.9 | — | |
| CLS2026.01 | 44.1 | — |