Information Retrieval on Scidocs BEIR
0.29nDCGIMRNNs
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| IMRNNsBase Encoder=e5-large2026.01 | 0.29 | 0.34 | 0.96 | — | |
| IMRNNsBase Encoder=BGE2026.01 | 0.27 | 0.29 | 0.95 | — | |
| e5-largeBase Encoder=e5-large2026.01 | 0.25 | 0.29 | 0.95 | — | |
| BGEBase Encoder=BGE2026.01 | 0.2 | 0.27 | 0.92 | — | |
| IMRNNsBase Encoder=MiniLM2026.01 | 0.19 | 0.25 | 0.91 | — | |
| MiniLMBase Encoder=MiniLM2026.01 | 0.15 | 0.22 | 0.89 | — | |
| 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 |