| Metric | qwen | plain | paddleocr | mineru | marker | docling | bbox |
|---|---|---|---|---|---|---|---|
| score | 0.6957 | 0.8439 | 0.5395 | 0.6344 | 0.8597 | 0.7668 | 0.8617 |
| passed | 352 | 427 | 273 | 321 | 435 | 388 | 436 |
| failed | 154 | 79 | 233 | 185 | 71 | 118 | 70 |
| assertion_count | 506 | 506 | 506 | 506 | 506 | 506 | 506 |
| case_count | 54 | 54 | 54 | 54 | 54 | 54 | 54 |
| Metric | qwen | plain | paddleocr | mineru | marker | docling | bbox |
|---|---|---|---|---|---|---|---|
| caption_binding | 1 | 1 | 1 | 1 | 1 | 2 | 1 |
| element_grounded | 9 | 9 | 9 | 9 | 9 | 9 | 0 |
| formula_contains | 21 | 9 | 11 | 16 | 11 | 19 | 9 |
| formula_visual | 1 | 0 | 0 | 0 | 1 | 1 | 0 |
| reading_order | 22 | 4 | 24 | 12 | 8 | 27 | 4 |
| regex_absence | 31 | 42 | 36 | 25 | 28 | 24 | 42 |
| regex_match | 7 | 2 | 3 | 4 | 3 | 4 | 2 |
| table_cell_exists | 37 | 2 | 90 | 90 | 0 | 13 | 2 |
| table_grid_cell | 1 | 1 | 31 | 7 | 1 | 2 | 1 |
| table_shape | 5 | 1 | 10 | 10 | 1 | 1 | 1 |
| text_absence | 2 | 4 | 3 | 1 | 1 | 1 | 4 |
| text_presence | 17 | 4 | 15 | 10 | 7 | 15 | 4 |
| Case | qwen | plain | paddleocr | mineru | marker | docling | bbox |
|---|---|---|---|---|---|---|---|
| arxiv_mulco_p4 | 0.3750 | 0.4375 | 0.4375 | 0.3125 | 0.8125 | 0.3125 | 0.4375 |
| arxiv_mulco_p7 | 0.6923 | 1.0000 | 0.3077 | 0.2308 | 1.0000 | 1.0000 | 1.0000 |
| arxiv_cluener_p2 | 0.7778 | 0.7778 | 0.4444 | 0.5556 | 0.8889 | 0.8889 | 0.7778 |
| arxiv_cluener_p4 | 0.8750 | 0.7500 | 0.2500 | 0.2500 | 0.8750 | 0.8750 | 0.7500 |
| contract_service_001_p1 | 0.9091 | 0.9091 | 0.9091 | 0.9091 | 0.9091 | 0.9091 | 0.9091 |
| contract_service_001_p2 | 0.9167 | 0.9167 | 0.8333 | 0.9167 | 0.9167 | 0.9167 | 0.9167 |
| contract_service_001_p3 | 0.3077 | 0.9231 | 0.3077 | 0.3077 | 0.9231 | 0.7692 | 0.9231 |
| contract_service_001_p4 | 0.9167 | 0.7500 | 0.7500 | 0.8333 | 0.7500 | 0.5833 | 0.7500 |
| contract_service_001_p5 | 1.0000 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 |
| contract_service_001_p6 | 0.6923 | 0.8462 | 0.7692 | 0.8462 | 0.8462 | 0.6923 | 0.8462 |
| contract_service_001_p7 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.5556 | 0.8889 |
| contract_service_001_p8 | 1.0000 | 0.9000 | 0.9000 | 0.9000 | 0.9000 | 0.8000 | 0.9000 |
| exam_physics_final_p2 | 0.6000 | 0.7333 | 0.6667 | 0.8000 | 0.8000 | 0.8000 | 0.7333 |
| exam_physics_final_p3 | 0.5625 | 0.7500 | 0.3750 | 0.4375 | 0.8125 | 0.8125 | 0.7500 |
| exam_physics_final_p4 | 0.8333 | 0.8333 | 0.2500 | 0.3333 | 0.8333 | 0.9167 | 0.8333 |
| exam_physics_final_p1 | 0.7778 | 1.0000 | 1.0000 | 1.0000 | 0.8889 | 0.8889 | 1.0000 |
| finance_annual2024_p4 | 0.0833 | 1.0000 | 0.1667 | 0.1667 | 1.0000 | 0.9167 | 1.0000 |
| finance_annual2024_p6 | 0.9167 | 1.0000 | 0.5000 | 0.5000 | 1.0000 | 0.6667 | 1.0000 |
| finance_annual2024_p8 | 1.0000 | 1.0000 | 0.4545 | 0.3636 | 1.0000 | 0.7273 | 1.0000 |
| finance_annual2024_p9 | 0.2500 | 1.0000 | 0.3333 | 0.2500 | 1.0000 | 0.9167 | 1.0000 |
| invoice_vat_001_p1 | 0.8095 | 0.9524 | 0.6667 | 0.6667 | 0.9524 | 0.9524 | 0.9524 |
| invoice_vat_001_p2 | 1.0000 | 0.9000 | 0.8000 | 0.9000 | 0.9000 | 0.9000 | 0.9000 |
| invoice_vat_001_p3 | 1.0000 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 |
| invoice_vat_001_p4 | 0.8571 | 0.8571 | 0.8571 | 0.8571 | 0.8571 | 0.4286 | 0.8571 |
| invoice_vat_001_p5 | 1.0000 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 | 0.8889 |
| zh_paper_double_column_001_p3 | 0.8750 | 0.7500 | 0.3750 | 0.3750 | 0.6250 | 0.6250 | 0.8750 |
| cn_textbook_formula_002_p12 | 0.3333 | 0.6667 | 0.6667 | 0.6667 | 0.3333 | 0.3333 | 1.0000 |
| finance_table_mixed_003_p8 | 1.0000 | 1.0000 | 0.2857 | 0.2857 | 1.0000 | 1.0000 | 1.0000 |
| slides_ai_course_001_p1 | 0.8750 | 0.8750 | 0.8750 | 0.8750 | 0.8750 | 0.8750 | 0.8750 |
| slides_ai_course_001_p2 | 0.7500 | 0.7500 | 0.7500 | 0.7500 | 0.9167 | 0.7500 | 0.7500 |
| slides_ai_course_001_p3 | 0.3636 | 0.9091 | 0.3636 | 0.3636 | 0.9091 | 1.0000 | 0.9091 |
| slides_ai_course_001_p4 | 0.9000 | 0.9000 | 0.4000 | 0.9000 | 0.9000 | 0.9000 | 0.9000 |
| slides_ai_course_001_p5 | 0.7273 | 0.9091 | 0.8182 | 0.9091 | 0.8182 | 0.8182 | 0.9091 |
| slides_ai_course_001_p6 | 0.8182 | 0.9091 | 0.9091 | 0.9091 | 0.9091 | 0.8182 | 0.9091 |
| html_table_grid_004_p8 | 1.0000 | 1.0000 | 0.0000 | 0.4000 | 1.0000 | 1.0000 | 1.0000 |
| formula_visual_005_p12 | 0.5000 | 1.0000 | 1.0000 | 1.0000 | 0.5000 | 0.5000 | 1.0000 |
| textbook_physics_v2_p05 | 0.7143 | 0.8571 | 0.7143 | 0.7143 | 0.8571 | 0.8571 | 0.8571 |
| textbook_physics_v2_p10 | 0.9000 | 1.0000 | 0.5000 | 0.5000 | 1.0000 | 1.0000 | 1.0000 |
| textbook_physics_v2_p15 | 0.8750 | 1.0000 | 1.0000 | 0.8750 | 0.8750 | 0.7500 | 1.0000 |
| stage6_batch2_synthetic_p01 | 0.8333 | 0.8333 | 0.1667 | 0.8333 | 1.0000 | 1.0000 | 0.8333 |
| stage6_batch2_synthetic_p02 | 0.6667 | 0.8333 | 0.0000 | 0.6667 | 1.0000 | 1.0000 | 0.8333 |
| stage6_batch2_synthetic_p03 | 0.6667 | 0.6667 | 0.0000 | 0.5000 | 0.8333 | 0.8333 | 0.6667 |
| stage6_batch2_synthetic_p04 | 0.8571 | 0.8571 | 0.0000 | 0.7143 | 1.0000 | 1.0000 | 0.8571 |
| stage6_batch2_synthetic_p05 | 0.5000 | 0.5000 | 0.1667 | 1.0000 | 0.6667 | 0.3333 | 0.5000 |
| stage6_batch2_synthetic_p06 | 0.5000 | 0.6667 | 0.1667 | 1.0000 | 0.8333 | 0.3333 | 0.6667 |
| stage6_batch2_synthetic_p07 | 0.6667 | 0.6667 | 0.1667 | 1.0000 | 0.8333 | 0.5000 | 0.6667 |
| stage6_batch2_synthetic_p08 | 0.1429 | 0.5714 | 0.4286 | 0.1429 | 0.1429 | 0.1429 | 0.8571 |
| stage6_batch2_synthetic_p09 | 0.0000 | 0.5714 | 0.4286 | 0.1429 | 0.7143 | 0.5714 | 0.8571 |
| stage6_batch2_synthetic_p10 | 0.1429 | 0.5714 | 0.7143 | 0.1429 | 0.1429 | 0.1429 | 0.8571 |
| stage6_batch2_synthetic_p11 | 0.4000 | 0.8000 | 0.8000 | 1.0000 | 0.8000 | 0.6000 | 0.8000 |
| stage6_batch2_synthetic_p12 | 0.0000 | 0.6000 | 0.6000 | 0.8000 | 0.8000 | 0.6000 | 0.6000 |
| stage6_batch2_synthetic_p13 | 0.2000 | 0.8000 | 0.6000 | 1.0000 | 0.8000 | 0.6000 | 0.8000 |
| stage6_batch2_synthetic_p14 | 0.6364 | 0.9091 | 0.0909 | 0.4545 | 0.9091 | 0.8182 | 0.9091 |
| stage6_batch2_synthetic_p15 | 0.9000 | 0.9000 | 0.1000 | 0.7000 | 0.9000 | 0.6000 | 0.9000 |