Page-level Retrieval on LFDocQA LF-PaperTab (out-of-domain)
94.54nDCG@3LFRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LFRAGType=VLM-based2026.04 | 94.54 | 95.8 | |
| ColQwen2.5-v0.2Type=VLM-based2026.04 | 91.88 | 92.8 | |
| ColPali-v1.1Type=VLM-based2026.04 | 86.95 | 90 | |
| BM25Type=OCR-based2026.04 | 84.49 | 88.8 | |
| VisRAGType=VLM-based2026.04 | 82.68 | 86 | |
| NV-Embed-V2Type=OCR-based2026.04 | 78.23 | 81.8 | |
| BGE-M3Type=OCR-based2026.04 | 64.73 | 69.2 | |
| SigLIPType=VLM-based2026.04 | 48.13 | 54 |