Legal Retrieval on PD Dataset (test)
12.62Recall@1Qwen3-Embedding-8B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Qwen3-Embedding-8BEvaluation Protocol=Zero-shot retrieval, Parameters=8B2026.01 | 12.62 | 37.37 | |
| NV-Embed-v2Evaluation Protocol=Zero-shot retrieval2026.01 | 11.68 | 31.93 | |
| e5-mistral-7b-instructEvaluation Protocol=Zero-shot retrieval, Parameters=7B2026.01 | 11.45 | 33.63 | |
| Qwen3-Embedding-4BEvaluation Protocol=Zero-shot retrieval, Parameters=4B2026.01 | 11.25 | 34.1 | |
| fine-tuned e5-large-v2Evaluation Protocol=Fine-tuned, Synthetic Data=true, Query Expansion=true2026.01 | 10.4 | 35.4 | |
| Qwen3-Embedding-0.6BEvaluation Protocol=Zero-shot retrieval, Parameters=0.6B2026.01 | 8.87 | 29.83 | |
| e5-large-v2Evaluation Protocol=Zero-shot retrieval, Parameters=<1B2026.01 | 8.32 | 28.25 | |
| all-mpnet-base-v2Evaluation Protocol=Zero-shot retrieval, Parameters=<1B2026.01 | 7.78 | 19.55 | |
| e5-base-v2Evaluation Protocol=Zero-shot retrieval, Parameters=<1B2026.01 | 7.19 | 25.06 |