Multimodal Document Question Answering on PaperTab
39AccuracyOurs
Evaluation results
| Method | Links | |
|---|---|---|
| OursCategory=RAG-based, Top-k retrieval=Top-42026.01 | 39 | |
| OursCategory=RAG-based, Top-k retrieval=Top-12026.01 | 36.2 | |
| MDocAgentCategory=RAG-based, Top-k retrieval=Top-42026.01 | 34.7 | |
| MAB-DQARAG Method=ColPali (Top-4)2026.04 | 26.9 | |
| MDocAgentRAG Method=ColPali + ColBert2026.04 | 22.7 | |
| MoloRAG+RAG Method=MoloRAG+ (Top-4)2026.04 | 19.5 | |
| MoloRAGRAG Method=ColPali (Top-4)2026.04 | 15.7 | |
| Qwen-2.5-VL-7B-InstructCategory=LVLM-based2026.01 | 15.6 | |
| M3DocRAGRAG Method=ColPali (Top-4)2026.04 | 15.2 | |
| Qwen-2.5-VL-7BRAG Method=Direct2026.04 | 11.2 | |
| LLaVA-1.6-7B-InstructCategory=LVLM-based2026.01 | 10.2 | |
| LLaVA-1.6-7BRAG Method=Direct2026.04 | 10.2 |