| { |
| "spec_fingerprint": "37a89086c195", |
| "budget": 60000, |
| "draw_salt": "fig4-mixture-draw-v1", |
| "split_salt": "fig4-candidate-split-v1", |
| "fig3_scores": { |
| "chart_reasoning": 61.6, |
| "table_reasoning": 62.2, |
| "diagram_and_infographic_understanding": 70.92, |
| "scene_text_recognition": 83.67, |
| "document_qa": 90.12, |
| "document_text_reading": 93.03, |
| "chart_reading": 88.72, |
| "table_lookup": 92.48, |
| "key_information_extraction": 93.69 |
| }, |
| "fig3_source": "measured from runs/lmms_fig1 + data/paper/lmms_tags", |
| "target_score": 95.0, |
| "uniform_floor": 0.2, |
| "fig2_ratio": { |
| "chart": 3, |
| "doc": 4, |
| "ocr": 4 |
| }, |
| "fig2_family": { |
| "chart": [ |
| "chartqa", |
| "plotqa", |
| "figureqa", |
| "dvqa" |
| ], |
| "doc": [ |
| "docvqa", |
| "infovqa", |
| "visualmrc", |
| "tabmwp", |
| "tatqa", |
| "hitab", |
| "multihiertt", |
| "ai2d", |
| "iconqa", |
| "scienceqa_image", |
| "funsd", |
| "sroie", |
| "cord" |
| ], |
| "ocr": [ |
| "stvqa", |
| "textvqa", |
| "ocrvqa" |
| ] |
| }, |
| "template_cap": 0.15, |
| "per_image_cap": 2, |
| "source_cap_default": 0.5, |
| "source_cap_exception": { |
| "diagram_and_infographic_understanding": 0.75, |
| "key_information_extraction": 0.75 |
| }, |
| "arm_a": { |
| "families": { |
| "chart": { |
| "quota": 16364, |
| "target_per_source": { |
| "chartqa": 1823, |
| "dvqa": 4858, |
| "figureqa": 4848, |
| "plotqa": 4835 |
| }, |
| "drawn_per_source": { |
| "chartqa": 1825, |
| "dvqa": 4864, |
| "figureqa": 4855, |
| "plotqa": 4846 |
| }, |
| "drawn": 16390 |
| }, |
| "doc": { |
| "quota": 21818, |
| "target_per_source": { |
| "ai2d": 1509, |
| "cord": 493, |
| "docvqa": 3466, |
| "funsd": 137, |
| "hitab": 1530, |
| "iconqa": 3012, |
| "infovqa": 1754, |
| "multihiertt": 1544, |
| "scienceqa_image": 1368, |
| "sroie": 428, |
| "tabmwp": 2649, |
| "tatqa": 2014, |
| "visualmrc": 1914 |
| }, |
| "drawn_per_source": { |
| "ai2d": 1509, |
| "cord": 493, |
| "docvqa": 3470, |
| "funsd": 137, |
| "hitab": 1539, |
| "iconqa": 3012, |
| "infovqa": 1755, |
| "multihiertt": 1545, |
| "scienceqa_image": 1368, |
| "sroie": 428, |
| "tabmwp": 2649, |
| "tatqa": 2014, |
| "visualmrc": 1920 |
| }, |
| "drawn": 21839 |
| }, |
| "ocr": { |
| "quota": 21818, |
| "target_per_source": { |
| "ocrvqa": 8111, |
| "stvqa": 6171, |
| "textvqa": 7536 |
| }, |
| "drawn_per_source": { |
| "ocrvqa": 8111, |
| "stvqa": 6171, |
| "textvqa": 7537 |
| }, |
| "drawn": 21819 |
| } |
| } |
| }, |
| "arm_b": { |
| "target": { |
| "chart_reasoning": 14854, |
| "table_reasoning": 14612, |
| "diagram_and_infographic_understanding": 11081, |
| "scene_text_recognition": 5920, |
| "document_qa": 3309, |
| "document_text_reading": 2131, |
| "chart_reading": 3876, |
| "table_lookup": 2353, |
| "key_information_extraction": 1864 |
| }, |
| "drawn": { |
| "chart_reasoning": 16200, |
| "table_reasoning": 15936, |
| "diagram_and_infographic_understanding": 7264, |
| "scene_text_recognition": 6457, |
| "chart_reading": 4227, |
| "document_qa": 3609, |
| "table_lookup": 2566, |
| "document_text_reading": 2324, |
| "key_information_extraction": 1416 |
| }, |
| "shortfall": { |
| "diagram_and_infographic_understanding": 3817, |
| "key_information_extraction": 448 |
| }, |
| "source_share": { |
| "chart_reasoning": { |
| "dvqa": 0.4037, |
| "figureqa": 0.3926, |
| "chartqa": 0.0829, |
| "plotqa": 0.0477, |
| "tabmwp": 0.0318, |
| "infovqa": 0.0203, |
| "iconqa": 0.016, |
| "scienceqa_image": 0.0017, |
| "hitab": 0.0013, |
| "tatqa": 0.0011, |
| "multihiertt": 0.0008, |
| "visualmrc": 0.0001, |
| "textvqa": 0.0001 |
| }, |
| "table_reasoning": { |
| "tabmwp": 0.4999, |
| "multihiertt": 0.2381, |
| "tatqa": 0.179, |
| "hitab": 0.0694, |
| "docvqa": 0.0057, |
| "scienceqa_image": 0.0038, |
| "infovqa": 0.0038, |
| "visualmrc": 0.0003 |
| }, |
| "diagram_and_infographic_understanding": { |
| "ai2d": 0.7126, |
| "infovqa": 0.2062, |
| "scienceqa_image": 0.0666, |
| "docvqa": 0.0048, |
| "visualmrc": 0.0039, |
| "iconqa": 0.0032, |
| "textvqa": 0.0026, |
| "stvqa": 0.0001 |
| }, |
| "scene_text_recognition": { |
| "textvqa": 0.4998, |
| "stvqa": 0.3431, |
| "ocrvqa": 0.1313, |
| "iconqa": 0.0196, |
| "docvqa": 0.0029, |
| "visualmrc": 0.0017, |
| "infovqa": 0.0017 |
| }, |
| "chart_reading": { |
| "dvqa": 0.4982, |
| "chartqa": 0.3607, |
| "plotqa": 0.0728, |
| "infovqa": 0.0485, |
| "tabmwp": 0.0072, |
| "docvqa": 0.0067, |
| "textvqa": 0.0034, |
| "scienceqa_image": 0.0015, |
| "stvqa": 0.0008, |
| "figureqa": 0.0003 |
| }, |
| "document_qa": { |
| "visualmrc": 0.4995, |
| "docvqa": 0.2415, |
| "tatqa": 0.2188, |
| "infovqa": 0.0305, |
| "textvqa": 0.0042, |
| "scienceqa_image": 0.0027, |
| "ocrvqa": 0.0018, |
| "stvqa": 0.0006, |
| "tabmwp": 0.0003 |
| }, |
| "table_lookup": { |
| "tatqa": 0.3047, |
| "hitab": 0.2792, |
| "docvqa": 0.2295, |
| "tabmwp": 0.153, |
| "multihiertt": 0.0229, |
| "infovqa": 0.0085, |
| "scienceqa_image": 0.0013, |
| "visualmrc": 0.0004, |
| "stvqa": 0.0004 |
| }, |
| "document_text_reading": { |
| "docvqa": 0.4998, |
| "ocrvqa": 0.3369, |
| "visualmrc": 0.1014, |
| "textvqa": 0.0408, |
| "stvqa": 0.0127, |
| "infovqa": 0.0075, |
| "tatqa": 0.0009 |
| }, |
| "key_information_extraction": { |
| "cord": 0.5085, |
| "sroie": 0.3849, |
| "funsd": 0.0968, |
| "docvqa": 0.0085, |
| "infovqa": 0.0007, |
| "visualmrc": 0.0007 |
| } |
| }, |
| "source_cap": { |
| "chart_reasoning": 0.5, |
| "table_reasoning": 0.5, |
| "diagram_and_infographic_understanding": 0.75, |
| "scene_text_recognition": 0.5, |
| "chart_reading": 0.5, |
| "document_qa": 0.5, |
| "table_lookup": 0.5, |
| "document_text_reading": 0.5, |
| "key_information_extraction": 0.75 |
| }, |
| "template_top_share": { |
| "chart_reasoning": 0.0572, |
| "table_reasoning": 0.0182, |
| "diagram_and_infographic_understanding": 0.0043, |
| "scene_text_recognition": 0.011, |
| "chart_reading": 0.0108, |
| "document_qa": 0.0048, |
| "table_lookup": 0.0187, |
| "document_text_reading": 0.015, |
| "key_information_extraction": 0.3842 |
| }, |
| "relaxed": { |
| "diagram_and_infographic_understanding": [ |
| "source_cap", |
| "per_image_cap", |
| "template_cap" |
| ], |
| "key_information_extraction": [ |
| "source_cap", |
| "per_image_cap", |
| "template_cap" |
| ] |
| }, |
| "redistributed": { |
| "chart_reasoning": 1346, |
| "table_reasoning": 1324, |
| "scene_text_recognition": 537, |
| "chart_reading": 351, |
| "document_qa": 300, |
| "table_lookup": 213, |
| "document_text_reading": 193 |
| } |
| }, |
| "parity": { |
| "source_uniform": { |
| "rows": 60048, |
| "images": 24688, |
| "sources": 20, |
| "repeat_rate": 0.0, |
| "mean_q_chars": 103.3, |
| "mean_a_chars": 31.0 |
| }, |
| "capability_guided": { |
| "rows": 59999, |
| "images": 34303, |
| "sources": 20, |
| "repeat_rate": 0.0, |
| "mean_q_chars": 115.6, |
| "mean_a_chars": 59.4 |
| } |
| }, |
| "arm_a_capability_audit": { |
| "chart_reading": 5399, |
| "chart_reasoning": 12892, |
| "object_recognition": 1134, |
| "world_and_commonsense_knowledge": 5466, |
| "expert_discipline_knowledge": 836, |
| "sparse_counting": 1916, |
| "diagram_and_infographic_understanding": 1536, |
| "entity_knowledge": 585, |
| "scene_text_recognition": 13846, |
| "key_information_extraction": 1060, |
| "document_text_reading": 5166, |
| "document_qa": 2023, |
| "handwriting_recognition": 77, |
| "table_lookup": 2036, |
| "table_reasoning": 5249, |
| "table_structure_recovery": 70, |
| "geometry": 594, |
| "arithmetic_and_algebra": 151, |
| "None": 8, |
| "text_localization": 1, |
| "formula_recognition": 3 |
| } |
| } |