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Document Retrieval on BEIR 15

0.443NDCG@10LMK pooling (Sentence)
0.35980.38140.4030.4246Jan 29, 2026

Evaluation results

MethodLinks
LMK pooling (Sentence)Finetuning Pool=LMK, Finetuning Granularity=Sentence, Evaluation Pool=LMK, Evaluation Granularity=Sentence2026.010.443
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=32, Evaluation Pool=LMK, Evaluation Granularity=322026.010.442
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Pool=LMK, Evaluation Granularity=1282026.010.442
LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=2562026.010.442
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=64, Evaluation Pool=LMK, Evaluation Granularity=642026.010.441
CLSFinetuning Pool=CLS, Evaluation Pool=CLS2026.010.44
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=256, Evaluation Pool=LMK, Evaluation Granularity=2562026.010.44
LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=322026.010.44
LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=642026.010.44
LMK pooling (Variable)Finetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=1282026.010.44
Mean@kFinetuning Pool=Mean@k, Finetuning Granularity=64, Evaluation Pool=Mean@k, Evaluation Granularity=642026.010.432
MultiCLSFinetuning Pool=CLS, Evaluation Pool=MultiCLS, Evaluation Granularity=1282026.010.425
MeanFinetuning Pool=Mean, Evaluation Pool=Mean2026.010.424
Latent AttnFinetuning Pool=Latent Attn, Evaluation Pool=Latent Attn2026.010.423
CLSFinetuning Pool=CLS, Finetuning Granularity=-, Evaluation Pool=CLS, Evaluation Granularity=-2026.010.376
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=322026.010.371
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=1282026.010.371
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=642026.010.369
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=Variable, Evaluation Pool=LMK, Evaluation Granularity=2562026.010.369
LMK poolingFinetuning Pool=LMK, Finetuning Granularity=128, Evaluation Pool=LMK, Evaluation Granularity=1282026.010.367
MeanFinetuning Pool=Mean, Finetuning Granularity=-, Evaluation Pool=Mean, Evaluation Granularity=-2026.010.363