Information Retrieval on BEIR scidocs (test)
0.2662nDCG@10DIVE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DIVEBackbone=LLM2Vec-Sheared-LLaMA-1.3B, Dimension=128d2026.05 | 0.2662 | 32.87 | |
| BGE-largeCorpus size=25K2025.10 | 0.226 | — | |
| LATTICECorpus size=25K2025.10 | 0.224 | — | |
| BGE-rer.Corpus size=25K2025.10 | 0.17 | — | |
| SPLADE++model=splade-cocondenser-ensembledistil, parameters=110 M, k1=1.2, b=0.752026.05 | 0.1586 | — | |
| AgentIR BM252026.05 | 0.1566 | — | |
| FrozenBackbone=LLM2Vec-Sheared-LLaMA-1.3B, Dimension=2048d2026.05 | 0.0628 | — | |
| Search-AdaptorBackbone=LLM2Vec-Sheared-LLaMA-1.3B, Dimension=128d2026.05 | 0.0619 | 4.66 | |
| Matryoshka-AdaptorBackbone=LLM2Vec-Sheared-LLaMA-1.3B, Dimension=128d2026.05 | 0.0387 | 4.34 | |
| SMECBackbone=LLM2Vec-Sheared-LLaMA-1.3B, Dimension=128d2026.05 | 0.0226 | 2.02 |