Evidence Retrieval on NQ
31.9Recall@5Qwen3-Emb-4B + Jina reranker
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen3-Emb-4B + Jina rerankerparameters=4B, reranker=Jina2026.05 | 31.9 | 42 | 50.9 | |
| Qwen3-Emb-4Bparameters=4B2026.05 | 30.3 | 40 | 50.5 | |
| BGEvariant=BGE-large2026.05 | 29.6 | 39 | 47.5 | |
| INTRA2026.05 | 29.1 | 38.3 | 45.9 | |
| Qwen3-Emb-0.6Bparameters=0.6B2026.05 | 25.6 | 34.4 | 42 | |
| Hybrid RAGfusion=reciprocal rank fusion (RRF)2026.05 | 22.9 | 35.5 | 49.8 | |
| MaxSimtype=late-interaction, style=ColBERT2026.05 | 20.9 | 29.5 | 39 | |
| BM25type=sparse lexical2026.05 | 14 | 21.9 | 32.7 | |
| TF-IDFtype=sparse lexical2026.05 | 7.5 | 11.3 | 16.2 |