Document Retrieval on Nayana-IR Cross-Lingual
71.6NDCG@5NetraEmbed
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NetraEmbed2025.12 | 71.6 | 87.1 | 70.3 | 77.5 | |
| ColNetraEmbed2025.12 | 63.7 | 70 | 61 | 61 | |
| Jina-Embeddings-v42025.12 | 43.5 | 43.5 | 39 | 54.8 | |
| ColNomic-Embed-3BParameters=3B2025.12 | 31.5 | 32 | 26.7 | 44.4 | |
| ColPali-v1.32025.12 | 28.4 | 34.7 | 24.9 | 40.3 | |
| GME-Qwen2-VL-2BParameters=2B2025.12 | 23.5 | 30.8 | 20.9 | 31.4 | |
| ColPali-v1.22025.12 | 22.4 | 23.7 | 19.8 | 32.8 | |
| ColQwen2.5-v0.22025.12 | 14.3 | 16 | 12.7 | 22 | |
| ColQwen2-v1.02025.12 | 5 | 6.5 | 3.8 | 10.9 | |
| ColSmol-500MParameters=500M2025.12 | 0 | 0 | 0 | 0 |