Multimodal Document Question Answering on FetaTab
72.9AccuracyHIEVI-RAG
Evaluation results
| Method | Links | |
|---|---|---|
| HIEVI-RAGParam.=8B2026.07 | 72.9 | |
| OursCategory=RAG-based, Top-k retrieval=Top-42026.01 | 72.5 | |
| MoLoRAG+Param.=7B2026.07 | 69.2 | |
| OursCategory=RAG-based, Top-k retrieval=Top-12026.01 | 66.9 | |
| MDocAgentParam.=7B2026.07 | 66.3 | |
| MDocAgentCategory=RAG-based, Top-k retrieval=Top-42026.01 | 64 | |
| MAB-DQARAG Method=ColPali (Top-4)2026.04 | 63.8 | |
| M3DocRAGParam.=7B2026.07 | 63.8 | |
| ALDENParam.=7B, Pipeline=ColQwen+ColBERT2026.07 | 62.3 | |
| MoloRAG+RAG Method=MoloRAG+ (Top-4)2026.04 | 60 | |
| MDocAgentRAG Method=ColPali + ColBert2026.04 | 59.8 | |
| MoloRAGRAG Method=ColPali (Top-4)2026.04 | 55.4 | |
| M3DocRAGRAG Method=ColPali (Top-4)2026.04 | 53.7 | |
| Qwen-2.5-VL-7B-InstructCategory=LVLM-based2026.01 | 35 | |
| Qwen-2.5-VL-7BRAG Method=Direct2026.04 | 35 | |
| LLaVA-1.6-7B-InstructCategory=LVLM-based2026.01 | 30.1 | |
| LLaVA-1.6-7BRAG Method=Direct2026.04 | 30.1 |