Retrieval on Overall (Average)
80.5Recall@10EvoEmbedding-2B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EvoEmbedding-2BSize=2B, Dim=10242026.06 | 80.5 | 64.7 | |
| EvoEmbedding-4BSize=4B, Dim=10242026.06 | 80.5 | 65.2 | |
| EvoEmbedding-0.8BSize=0.8B, Dim=10242026.06 | 76.7 | 59 | |
| KaLM-Embedding-Gemma3Size=12B, Dim=38402026.06 | 72.7 | 57.1 | |
| Multilingual-e5-largeSize=0.6B, Dim=10242026.06 | 69 | 54.2 | |
| Qwen3-Embedding-8BSize=8B, Dim=40962026.06 | 69 | 54.1 | |
| Jina-v5-text-smallSize=0.7B, Dim=10242026.06 | 67.3 | 52.3 | |
| BGE-M3Size=1.2B, Dim=10242026.06 | 65.6 | 50 | |
| Qwen3-Embedding-0.6BSize=0.6B, Dim=10242026.06 | 65.5 | 50.9 | |
| Qwen3-Embedding-4BSize=4B, Dim=25602026.06 | 62.3 | 48 | |
| FastInsightMethod Category=Graph Retrieval2026.01 | 36.6 | 33.6 | |
| GARMethod Category=Graph Retrieval2026.01 | 33.3 | 30.8 | |
| Re2Method Category=Document Retrieval2026.01 | 30.5 | 28.3 | |
| HyDEMethod Category=Document Retrieval2026.01 | 27.7 | 26.1 | |
| HippoRAG 2Method Category=Graph Retrieval2026.01 | 27.1 | 25.2 | |
| Vector SearchMethod Category=Document Retrieval2026.01 | 26.5 | 24.7 | |
| LightRAGMethod Category=Graph Retrieval2026.01 | 24 | 21.1 | |
| SPLADEMethod Category=Document Retrieval2026.01 | 21.1 | 21.5 | |
| ContrieverMethod Category=Document Retrieval2026.01 | 17 | 17.5 | |
| PathRAGMethod Category=Graph Retrieval2026.01 | 14.3 | 15 |