Page-level Retrieval on LFDocQA LF-Docmatix (in-domain)
94.44nDCG@3LFRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LFRAGType=VLM-based2026.04 | 94.44 | 97.4 | |
| ColQwen2.5-v0.2Type=VLM-based2026.04 | 92.65 | 95 | |
| VisRAGType=VLM-based2026.04 | 91.78 | 94.6 | |
| ColPali-v1.1Type=VLM-based2026.04 | 87.81 | 91 | |
| NV-Embed-V2Type=OCR-based2026.04 | 84.72 | 88.6 | |
| SigLIPType=VLM-based2026.04 | 79.55 | 83.8 | |
| BGE-M3Type=OCR-based2026.04 | 77.8 | 82 | |
| BM25Type=OCR-based2026.04 | 76.19 | 80.4 |