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Information Retrieval on Scidocs BEIR

0.29nDCGIMRNNs
0.14440.18220.220.2578Jan 27, 2026

Evaluation results

MethodLinks
IMRNNsBase Encoder=e5-large2026.010.290.340.96—
IMRNNsBase Encoder=BGE2026.010.270.290.95—
e5-largeBase Encoder=e5-large2026.010.250.290.95—
BGEBase Encoder=BGE2026.010.20.270.92—
IMRNNsBase Encoder=MiniLM2026.010.190.250.91—
MiniLMBase Encoder=MiniLM2026.010.150.220.89—
DIVEDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05———0.301
LLM2VecDimension=4096d, Backbone=LLM2Vec-Mistral-7B2026.05———0.1364
MatryoshkaDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05———0.0711
SearchDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05———0.0506
SMECDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05———0.018