Table Fact Verification on InfoTabs
81.62AccuracyQwen2-72B-Instruct
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen2-72B-InstructScale=72B, Modality=Text2025.02 | 81.62 | 57.11 | |
| Qwen3-VL-8B + TABQAWORLDStrategy=Training-free Agent2026.04 | 81.41 | — | |
| GPT-4oScale=N/A, Modality=Image & Text2025.02 | 78.46 | 55.58 | |
| Qwen2.5-InstructScale=7B, Modality=Text2025.02 | 78.29 | 61.54 | |
| Qwen2.5-VL-Instruct + HIPPOScale=7B, Modality=Image & Text2025.02 | 78.22 | 62.9 | |
| Qwen2.5-VL-Instruct + Vanilla SFTScale=7B, Modality=Image & Text2025.02 | 78.13 | 62.15 | |
| Qwen2.5-VL-7B + TABQAWORLDStrategy=Training-free Agent2026.04 | 76.38 | — | |
| MiniCPM-V-2.6 + Vanilla SFTScale=8B, Modality=Image & Text2025.02 | 76.22 | 61.93 | |
| TableDART (TG2-7B+Ovis2-8B)Strategy=Dynamic Adaptive Routing2026.04 | 76.22 | — | |
| GPT-4o (Image Only)Scale=N/A, Modality=Image2025.02 | 76 | 54.26 | |
| Qwen3-VL-8BModality=Image2026.04 | 75.88 | — | |
| MiniCPM-V-2.6 + HIPPOScale=8B, Modality=Image & Text2025.02 | 75.74 | 65.46 | |
| HIPPO-8BModality=Multimodal2026.04 | 75.74 | — | |
| Qwen2.5-VL-InstructScale=7B, Modality=Image & Text2025.02 | 75.12 | 58.58 | |
| Ovis2-8B (Image-only Path)Strategy=Dynamic Adaptive Routing2026.04 | 74.11 | — | |
| Qwen2.5-VL-Instruct (Image Only)Scale=7B, Modality=Image2025.02 | 73.46 | 56.85 | |
| MiniCPM-V-2.6Scale=8B, Modality=Image & Text2025.02 | 73.18 | 62.12 | |
| MiniCPM-V-2.6-8BModality=Image2026.04 | 73.03 | — | |
| MiniCPM-V-2.6 (Image Only)Scale=8B, Modality=Image2025.02 | 72.03 | 60.42 | |
| TableDART (TG2-7B+Qwen2.5-VL-7B)Strategy=Dynamic Adaptive Routing2026.04 | 71.46 | — | |
| TableGPT2-7B (Text-only Path)Strategy=Dynamic Adaptive Routing2026.04 | 71.07 | — | |
| Qwen2.5-VL-7BModality=Image2026.04 | 70.13 | — | |
| SynTab-LLaVA-7BModality=Image2026.04 | 69.42 | — | |
| Table-LLaVA + HIPPOScale=7B, Modality=Image & Text2025.02 | 68.71 | 55.52 | |
| Llama3.1-InstructScale=8B, Modality=Text2025.02 | 68.44 | 35.42 | |
| Table-LLaVA (Image Only)Scale=13B, Modality=Image2025.02 | 66.91 | 38.09 | |
| Table-LLaVA (Image Only)Scale=7B, Modality=Image2025.02 | 65.26 | 35.69 | |
| Table-LLaVA-7BModality=Image2026.04 | 65.26 | — | |
| Table-LLaVAScale=7B, Modality=Image & Text2025.02 | 63.63 | 50.98 | |
| Gemini 2.0 FlashModality=Multimodal2026.04 | 54.31 | — | |
| Llama3-InstructScale=8B, Modality=Text2025.02 | 54 | 31.98 | |
| Llama3-Instruct-8BModality=Text2026.04 | 54 | — | |
| TableLlama + MarkdownScale=7B, Modality=Text2025.02 | 46.57 | 37.86 | |
| TableLlama-7BModality=Text2026.04 | 46.57 | — | |
| Llama2Scale=7B, Modality=Text2025.02 | 38.92 | 17.53 | |
| Llama-2-7BModality=Text2026.04 | 38.92 | — | |
| TabPediaScale=7B, Modality=Image2025.02 | 34.7 | 20.84 | |
| LLaVA v1.5Scale=7B, Modality=Image2025.02 | 28.31 | 9.82 | |
| mPLUG-Owl2Scale=7B, Modality=Image2025.02 | 26.19 | 7.76 | |
| MonkeyScale=7B, Modality=Image2025.02 | 22.11 | 14.16 | |
| Vary-toyScale=1.8B, Modality=Image2025.02 | 6.98 | 5.77 | |
| mPLUG-OwlScale=7B, Modality=Image2025.02 | 5.53 | 3.16 | |
| InternLM-XComposerScale=7B, Modality=Image2025.02 | 1.11 | 0.77 | |
| Qwen-VLScale=7B, Modality=Image2025.02 | 0.65 | 0.83 | |
| MiniGPT-4Scale=7B, Modality=Image2025.02 | 0.1 | 0.28 | |
| TableLlama + OracleScale=7B, Modality=Text2025.02 | — | 55.33 |