Legal Retrieval on NJ OPD (test)
15.12Recall@1NV-Embed-v2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NV-Embed-v2Evaluation Protocol=Zero-shot retrieval2026.01 | 15.12 | 51.85 | |
| e5-mistral-7b-instructEvaluation Protocol=Zero-shot retrieval, Parameters=7B2026.01 | 14.48 | 41.97 | |
| Qwen3-Embedding-8BEvaluation Protocol=Zero-shot retrieval, Parameters=8B2026.01 | 13.16 | 40.19 | |
| e5-large-v2Evaluation Protocol=Zero-shot retrieval, Parameters=<1B2026.01 | 11.34 | 29.61 | |
| e5-base-v2Evaluation Protocol=Zero-shot retrieval, Parameters=<1B2026.01 | 11.11 | 27.44 | |
| fine-tuned e5-large-v2Evaluation Protocol=Fine-tuned, Synthetic Data=true, Query Expansion=true2026.01 | 10.72 | 33.71 | |
| Qwen3-Embedding-4BEvaluation Protocol=Zero-shot retrieval, Parameters=4B2026.01 | 10.33 | 36.84 | |
| Qwen3-Embedding-0.6BEvaluation Protocol=Zero-shot retrieval, Parameters=0.6B2026.01 | 8.69 | 30.93 | |
| all-mpnet-base-v2Evaluation Protocol=Zero-shot retrieval, Parameters=<1B2026.01 | 6.79 | 19.72 |