Table Structure Recognition on PubTabNet
98.22S-TEDSInstructTable
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| InstructTableParam=69M, TME-generated data=true2026.04 | 98.22 | 97.46 | — | — | |
| InstructTable†Param=69M, TME-generated data=false2026.04 | 98.11 | 97.26 | — | — | |
| LOREParam=23M2026.04 | 98.1 | — | — | — | |
| UniTableParam=382M2026.04 | 97.89 | 96.5 | — | — | |
| MTL-TabNetParam=76M2026.04 | 97.88 | 96.67 | — | — | |
| TABLETParam=-2026.04 | 97.67 | 96.79 | — | — | |
| VASTParam=-2026.04 | 97.23 | 96.31 | — | — | |
| GridFormerParam=-2026.04 | 97 | 95.84 | — | — | |
| TableFormerParam=-2026.04 | 96.75 | 93.6 | — | — | |
| TableMasterParam=68M2026.04 | 96.04 | 96.16 | — | — | |
| SPRINTParam=80M2026.04 | 95.71 | — | — | — | |
| TabPediaInput Size=2,5602024.06 | 95.41 | — | — | — | |
| TabPediaParam=7B2026.04 | 95.11 | — | — | — | |
| MonkeyOCR*Param=3B2026.04 | 94.61 | 90.08 | — | — | |
| dots.ocrParam=1.7B2026.04 | 93.76 | 90.65 | — | — | |
| MinerU2.5Param=1.2B2026.04 | 93.11 | 89.07 | — | — | |
| Gemini 2.5 Pro*Param=-2026.04 | 92.95 | 88.47 | — | — | |
| Qwen3-VL-235B-A22B*Param=235B2026.04 | 91.75 | 85.37 | — | — | |
| OmniParserParam=-2026.04 | 91.55 | 89.75 | — | — | |
| DeepSeek-OCR*Param=3B2026.04 | 90.69 | 86.44 | — | — | |
| OmniParser V2Param=-2026.04 | 90.5 | 88.9 | — | — | |
| OmniParserInput Size=1,0242024.06 | 90.45 | — | — | — | |
| EDDInput Size=5122024.06 | 89.9 | — | — | — | |
| EDDParam=-2026.04 | 89.9 | 88.3 | — | — | |
| PaddleOCR-VL*Param=0.9B2026.04 | 89.82 | 85.09 | — | — | |
| MinerU2.52026.03 | 89.1 | — | — | — | |
| InternVL3-78B*Param=78B2026.04 | 88.17 | 75.9 | — | — | |
| Claude 3.7 Sonnet*Param=-2026.04 | 87.93 | 72.68 | — | — | |
| Agentar-Fin-OCR2026.03 | 87.8 | — | — | — | |
| GPT-4.1*Param=-2026.04 | 87.61 | 77.14 | — | — | |
| GPT-4o*Param=-2026.04 | 87.05 | 74.68 | — | — | |
| Seed1.6*Param=230B2026.04 | 86.14 | 70.13 | — | — | |
| Qwen2.5-VL-72B*Param=72B2026.04 | 85.95 | 76.36 | — | — | |
| GLM-OCRmeasured by ourselves=true2026.03 | 85.2 | — | — | — | |
| Seed1.5-VL*Param=20B2026.04 | 84.85 | 68.55 | — | — | |
| PaddleOCR-VL-1.52026.03 | 84.6 | — | — | — | |
| DonutInput Size=1,2802024.06 | 25.28 | — | — | — | |
| InternVL3.5-1BDecoding Strategy=Base2026.06 | — | 83.4 | 2,475 | 1 | |
| InternVL3.5-1BDecoding Strategy=P-MTP2026.06 | — | 86.26 | 5,816 | 8.48 | |
| Qwen3VL-2BDecoding Strategy=Base2026.06 | — | 85.09 | 2,774 | 1 | |
| Qwen3VL-2BDecoding Strategy=P-MTP2026.06 | — | 84.78 | 4,315 | 8.6 | |
| TableFormer+OTSLParam=-2026.04 | — | 95.5 | — | — |