Information Retrieval on QASPER NLP
87R@10EvoEmbedding-2B
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EvoEmbedding-2BSize=2B, Dim=10242026.06 | 87 | — | — | — | 66 | |
| EvoEmbedding-4BSize=4B, Dim=10242026.06 | 85.1 | — | — | — | 66.9 | |
| EvoEmbedding-0.8BSize=0.8B, Dim=10242026.06 | 83.1 | — | — | — | 61.7 | |
| KaLM-Embedding-Gemma3Size=12B, Dim=38402026.06 | 73.8 | — | — | — | 51.5 | |
| Jina-v5-text-smallSize=0.7B, Dim=10242026.06 | 73.1 | — | — | — | 50.7 | |
| Qwen3-Embedding-4BSize=4B, Dim=25602026.06 | 72.9 | — | — | — | 50.2 | |
| Multilingual-e5-largeSize=0.6B, Dim=10242026.06 | 72.6 | — | — | — | 51.3 | |
| Qwen3-Embedding-8BSize=8B, Dim=40962026.06 | 70.5 | — | — | — | 47.4 | |
| Qwen3-Embedding-0.6BSize=0.6B, Dim=10242026.06 | 69.7 | — | — | — | 47.3 | |
| BGE-M3Size=1.2B, Dim=10242026.06 | 66.4 | — | — | — | 44.2 | |
| RAGenBase Embedding Model=BAAI/bge-large-en-v1.5, Fine-tuned=true, Synthetic QAC Samples=10302025.10 | 61.29 | 25.81 | 48.39 | 35.69 | — | |
| VanillaBase Embedding Model=BAAI/bge-large-en-v1.5, Fine-tuned=true2025.10 | 53.23 | 14.52 | 33.87 | 24.34 | — | |
| AutoRAGBase Embedding Model=BAAI/bge-large-en-v1.5, Fine-tuned=true, Synthetic QAC Samples=1,0002025.10 | 50 | 17.74 | 38.71 | 26.87 | — | |
| LlamaIndexBase Embedding Model=BAAI/bge-large-en-v1.5, Fine-tuned=true, Synthetic QAC Samples=9582025.10 | 50 | 17.74 | 40.32 | 26.39 | — |