Datasets:
Formats:
parquet
Languages:
English
Size:
1K - 10K
ArXiv:
Tags:
document-understanding
invoice
ocr
noise-augmentation
confidence-calibration
information-extraction
License:
Update dataset_info.json to reference HF hosting
Browse files- dataset_info.json +216 -0
dataset_info.json
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| 1 |
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{
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| 2 |
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"dataset_name": "fcc-invoices-verified-augmented",
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| 3 |
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"version": "1.0.0",
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| 4 |
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"description": "75 FCC invoice documents each augmented with up to 18 noise pipelines, with verified ground-truth entity annotations.",
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| 5 |
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"homepage": "https://huggingface.co/datasets/amazon/ConfBench",
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| 6 |
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"license": "cc-by-nc-4.0",
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| 7 |
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"statistics": {
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| 8 |
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"num_documents": 75,
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| 9 |
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"num_pipelines": 18,
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| 10 |
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"num_samples": 1346,
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| 11 |
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"document_type": "FCC Invoice (multi-page PDF)",
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| 12 |
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"avg_pages_per_document": 2,
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| 13 |
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"num_noisy_pdfs": 1271,
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| 14 |
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"num_original_pdfs": 75
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| 15 |
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},
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| 16 |
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"pipelines": [
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| 17 |
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{
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| 18 |
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"name": "default",
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| 19 |
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"type": "archetype",
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| 20 |
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"description": "Balanced general-purpose degradation"
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| 21 |
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},
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| 22 |
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{
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| 23 |
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"name": "archetype3",
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| 24 |
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"type": "archetype",
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| 25 |
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"description": "Heavy post-processing effects"
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| 26 |
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},
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| 27 |
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{
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| 28 |
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"name": "archetype4",
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| 29 |
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"type": "archetype",
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| 30 |
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"description": "Minimal geometric distortions"
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| 31 |
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},
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| 32 |
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{
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| 33 |
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"name": "archetype7",
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| 34 |
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"type": "archetype",
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| 35 |
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"description": "Color and lighting variations"
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| 36 |
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},
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| 37 |
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{
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| 38 |
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"name": "archetype9",
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| 39 |
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"type": "archetype",
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| 40 |
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"description": "Texture-based degradations"
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| 41 |
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},
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| 42 |
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{
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| 43 |
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"name": "archetype10",
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| 44 |
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"type": "archetype",
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| 45 |
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"description": "Scanner artifact simulation"
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| 46 |
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},
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| 47 |
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{
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| 48 |
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"name": "archetype11",
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| 49 |
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"type": "archetype",
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| 50 |
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"description": "Complex multi-phase pipeline"
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| 51 |
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},
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| 52 |
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{
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| 53 |
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"name": "custom12",
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| 54 |
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"type": "custom",
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| 55 |
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"description": "DirtyDrum + DirtyRollers (scanner roller artifacts)"
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| 56 |
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},
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| 57 |
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{
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| 58 |
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"name": "custom13",
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| 59 |
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"type": "custom",
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| 60 |
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"description": "Stains + Folding (physical document damage)"
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| 61 |
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},
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| 62 |
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{
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| 63 |
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"name": "custom14",
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| 64 |
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"type": "custom",
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| 65 |
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"description": "BleedThrough + InkMottling (ink issues)"
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| 66 |
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},
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| 67 |
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{
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| 68 |
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"name": "custom15",
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| 69 |
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"type": "custom",
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| 70 |
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"description": "Moire + ColorPaper (scanning/aging effects)"
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| 71 |
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},
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| 72 |
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{
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| 73 |
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"name": "custom16",
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| 74 |
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"type": "custom",
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| 75 |
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"description": "ShadowCast + LightingGradient (uneven lighting)"
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| 76 |
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},
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| 77 |
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{
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| 78 |
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"name": "custom17",
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| 79 |
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"type": "custom",
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| 80 |
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"description": "Jpeg + SubtleNoise (compression artifacts)"
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| 81 |
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},
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| 82 |
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{
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| 83 |
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"name": "custom18",
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| 84 |
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"type": "custom",
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| 85 |
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"description": "Geometric + PageBorder (alignment issues)"
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| 86 |
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},
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| 87 |
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{
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| 88 |
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"name": "custom19",
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| 89 |
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"type": "custom",
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| 90 |
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"description": "BindingsAndFasteners + Letterpress (binding shadows)"
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| 91 |
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},
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| 92 |
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{
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| 93 |
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"name": "custom20",
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| 94 |
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"type": "custom",
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| 95 |
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"description": "Brightness + BadPhotoCopy (photocopy quality)"
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| 96 |
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},
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| 97 |
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{
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| 98 |
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"name": "custom21",
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| 99 |
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"type": "custom",
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| 100 |
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"description": "WaterMark + NoisyLines (overlaid artifacts)"
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| 101 |
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},
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| 102 |
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{
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| 103 |
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"name": "custom22",
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| 104 |
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"type": "custom",
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| 105 |
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"description": "Dithering + DotMatrix (dot-matrix printing)"
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| 106 |
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}
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| 107 |
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],
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| 108 |
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"features": {
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| 109 |
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"doc_id": {
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| 110 |
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"dtype": "string",
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| 111 |
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"description": "MD5 hash uniquely identifying the source document"
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| 112 |
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},
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| 113 |
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"pipeline_name": {
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| 114 |
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"dtype": "string",
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| 115 |
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"description": "Name of the noise pipeline applied"
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| 116 |
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},
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| 117 |
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"pipeline_type": {
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| 118 |
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"dtype": "string",
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| 119 |
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"description": "Pipeline category: 'archetype' (Augraphy built-in) or 'custom' (research-designed)"
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| 120 |
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},
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| 121 |
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"original_pdf": {
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| 122 |
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"dtype": "string",
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| 123 |
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"description": "Relative repo path to the original clean PDF"
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| 124 |
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},
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| 125 |
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"noisy_pdf": {
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| 126 |
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"dtype": "string",
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| 127 |
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"description": "Relative repo path to the degraded noisy PDF"
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| 128 |
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},
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| 129 |
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"ground_truth": {
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| 130 |
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"dtype": "dict",
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| 131 |
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"description": "Verified entity annotations",
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| 132 |
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"fields": {
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| 133 |
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"document_class.type": {
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| 134 |
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"dtype": "string",
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| 135 |
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"description": "Document type, always 'Invoice'"
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| 136 |
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},
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| 137 |
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"split_document.page_indices": {
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| 138 |
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"dtype": "list[int]",
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| 139 |
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"description": "Zero-based page indices included in this document"
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| 140 |
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},
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| 141 |
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"inference_result.Agency": {
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| 142 |
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"dtype": "string",
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| 143 |
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"description": "Name of the advertising agency"
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| 144 |
+
},
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| 145 |
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"inference_result.Advertiser": {
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| 146 |
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"dtype": "string",
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| 147 |
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"description": "Name of the advertiser/client"
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| 148 |
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},
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| 149 |
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"inference_result.GrossTotal": {
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| 150 |
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"dtype": "float",
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| 151 |
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"description": "Total invoice amount in USD"
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| 152 |
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},
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| 153 |
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"inference_result.PaymentTerms": {
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| 154 |
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"dtype": "string",
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| 155 |
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"description": "Payment terms string (e.g., '30 Days')"
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| 156 |
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},
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| 157 |
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"inference_result.AgencyCommission": {
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| 158 |
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"dtype": "float",
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| 159 |
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"description": "Agency commission amount in USD"
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| 160 |
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},
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| 161 |
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"inference_result.NetAmountDue": {
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| 162 |
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"dtype": "float",
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| 163 |
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"description": "Net amount due after commission in USD"
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| 164 |
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},
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| 165 |
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"inference_result.LineItems": {
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| 166 |
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"dtype": "list[dict]",
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| 167 |
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"description": "Individual advertising line items",
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| 168 |
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"item_fields": {
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| 169 |
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"LineItemDescription": {
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| 170 |
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"dtype": "string",
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| 171 |
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"description": "Program or time slot description"
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| 172 |
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},
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| 173 |
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"LineItemStartDate": {
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| 174 |
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"dtype": "string",
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| 175 |
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"description": "Airing start date (MM/DD/YY)"
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| 176 |
+
},
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| 177 |
+
"LineItemEndDate": {
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| 178 |
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"dtype": "string",
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| 179 |
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"description": "Airing end date (MM/DD/YY)"
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| 180 |
+
},
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| 181 |
+
"LineItemDays": {
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| 182 |
+
"dtype": "string",
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| 183 |
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"description": "Days-of-week bitmask, e.g. '-T-----' for Tuesday"
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| 184 |
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},
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| 185 |
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"LineItemRate": {
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| 186 |
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"dtype": "float",
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| 187 |
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"description": "Cost for this line item in USD"
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| 188 |
+
}
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| 189 |
+
}
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| 190 |
+
}
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| 191 |
+
}
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| 192 |
+
}
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| 193 |
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},
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| 194 |
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"repo": {
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| 195 |
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"repo_id": "amazon/ConfBench",
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| 196 |
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"repo_type": "dataset",
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| 197 |
+
"path_patterns": {
|
| 198 |
+
"original_pdf": "{doc_id}/original.pdf",
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| 199 |
+
"ground_truth": "{doc_id}/gt.json",
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| 200 |
+
"metadata": "{doc_id}/metadata.json",
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| 201 |
+
"noisy_pdf": "{doc_id}/{pipeline_name}/{pipeline_name}_noisy.pdf"
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| 202 |
+
}
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| 203 |
+
},
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| 204 |
+
"source": {
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| 205 |
+
"name": "RealKIE FCC Invoices (Verified subset)",
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| 206 |
+
"url": "https://indicodatasolutions.github.io/RealKIE/",
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| 207 |
+
"augmentation_library": "augraphy",
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| 208 |
+
"augmentation_library_url": "https://github.com/sparkfish/augraphy"
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| 209 |
+
},
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| 210 |
+
"annotations_creators": [
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| 211 |
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"expert-generated"
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| 212 |
+
],
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| 213 |
+
"source_datasets": [
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| 214 |
+
"https://indicodatasolutions.github.io/RealKIE/"
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| 215 |
+
]
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| 216 |
+
}
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