Datasets:

nutrientdocs
/

form-field-vlm-v2-benchmark

page_id stringlengths 16 25	fields stringlengths 173 40.2k	render_variant stringclasses 3 values	source stringclasses 1 value	license_class stringclasses 1 value	width int32 1.06k 2.34k	height int32 1.64k 2.36k
2864106_p1_empty	[{"box": [574.3300170898438, 298.44000244140625, 939.0, 41.900001525878906], "type": "text", "state": "empty", "label": "I, (Parent/Legal Guardian Name);", "description": "The full name of the parent or legal guardian consenting to the use of the child's photo, video, and audio.", "value": "", "group_id": ""}, {"box": ...	empty	CommonForms	CC-BY-4.0	1,700	2,200
2874086_p1_empty	[{"box": [173.02000427246094, 1317.6199951171875, 1402.8599853515625, 58.0], "type": "text", "state": "empty", "label": "Fehlerbeschreibung/Bemerkungen [1]", "description": "描述设备故障的具体情况或附加说明。", "value": "", "group_id": ""}, {"box": [173.02000427246094, 1376.6199951171875, 1402.8599853515625, 58.0], "type": "text", "sta...	empty	CommonForms	CC-BY-4.0	1,653	2,339
2878824_p1_empty	[{"box": [491.7300109863281, 412.79998779296875, 994.8599853515625, 79.7300033569336], "type": "text", "state": "empty", "label": "Veranstaltungstitel", "description": "Title of the event.", "value": "", "group_id": ""}, {"box": [492.010009765625, 578.0800170898438, 994.8599853515625, 51.38999938964844], "type": "text"...	empty	CommonForms	CC-BY-4.0	1,653	2,339
2898390_p1_empty	[{"box": [1204.5699462890625, 198.00999450683594, 106.30999755859375, 70.5199966430664], "type": "text", "state": "empty", "label": "Service Date", "description": "The day of the week for the service (e.g., 10 for the 10th day of the month).", "value": "", "group_id": ""}, {"box": [1359.8199462890625, 197.3600006103515...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3012414_p1_empty	[{"box": [198.5500030517578, 558.25, 1020.8599853515625, 61.119998931884766], "type": "text", "state": "empty", "label": "Anlagenbetreiber", "description": "Name of the facility manager or owner of the charging infrastructure.", "value": "", "group_id": ""}, {"box": [198.5500030517578, 637.3900146484375, 433.4200134277...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3012414_p2_empty	[{"box": [1241.25, 290.42999267578125, 369.4100036621094, 336.7099914550781], "type": "text", "state": "empty", "label": "Bemerkungen", "description": "Notes or remarks section for additional information.", "value": "", "group_id": ""}, {"box": [195.05999755859375, 286.05999755859375, 1020.8599853515625, 61.11999893188...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3028248_p1_empty	[{"box": [1156.3299560546875, 264.6700134277344, 427.6700134277344, 37.0], "type": "text", "state": "empty", "label": "Date of Event Ending:", "description": "The final date when the event will conclude.", "value": "", "group_id": ""}, {"box": [302.6700134277344, 304.6700134277344, 1281.3299560546875, 36.66999816894531...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3029063_p1_empty	[{"box": [879.1699829101562, 412.5, 58.33000183105469, 58.33000183105469], "type": "choice_checkbox", "state": "unchecked", "label": "NEW MEMBERSHIP", "description": "Indicates whether this is a new membership application.", "value": "", "group_id": ""}, {"box": [100.0, 412.5, 58.33000183105469, 58.33000183105469], "ty...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3042680_p1_empty	[{"box": [295.9200134277344, 780.6099853515625, 614.0599975585938, 41.95000076293945], "type": "text", "state": "empty", "label": "di essere in possesso del seguente titolo di studio", "description": "The applicant's academic degree title, which must be relevant to the advertised position.", "value": "", "group_id": ""...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3042680_p2_empty	[{"box": [236.63999938964844, 2073.6201171875, 372.92999267578125, 63.58000183105469], "type": "text", "state": "empty", "label": "Data", "description": "The date when the form was completed or submitted.", "value": "", "group_id": ""}, {"box": [180.36000061035156, 133.8800048828125, 1295.9300537109375, 819.07000732421...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3137971_p1_empty	[{"box": [568.3300170898438, 257.0, 875.3300170898438, 61.66999816894531], "type": "text", "state": "empty", "label": "Applicant Name", "description": "The full name of the person applying for the open burning permit.", "value": "", "group_id": ""}, {"box": [664.3300170898438, 320.6700134277344, 778.3300170898438, 61.6...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3137971_p2_empty	[{"box": [791.0, 483.3299865722656, 653.3300170898438, 46.0], "type": "text", "state": "empty", "label": "Anticipated duration per burn in hours:", "description": "The estimated length of time the burning activity will last.", "value": "", "group_id": ""}, {"box": [874.3300170898438, 547.3300170898438, 556.0, 46.0], "t...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3137971_p3_empty	[{"box": [639.0, 960.0, 806.3300170898438, 61.33000183105469], "type": "text", "state": "empty", "label": "Nearest Fire Department:", "description": "The name of the closest fire department available for emergency response.", "value": "", "group_id": ""}, {"box": [643.6699829101562, 1023.6699829101562, 806.330017089843...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3175591_p1_empty	[{"box": [120.0, 1151.0, 1460.3299560546875, 36.33000183105469], "type": "text", "state": "empty", "label": "request supporting materials electronically from Denise Thompson at the following email address:", "description": "This field contains the email address for electronically requesting supporting materials for the...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3175591_p3_empty	[{"box": [74.0, 727.6699829101562, 1552.3299560546875, 1401.6700439453125], "type": "text", "state": "empty", "label": "8. COMMISSIONER ANNOUNCEMENTS AND UPDATES Announcements and updates to include requests for information or topics for future agendas. No discussion will take place on this item.", "description": "This...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3345819_p1_empty	[{"box": [921.0, 478.6700134277344, 402.6700134277344, 49.0], "type": "text", "state": "empty", "label": "City/State", "description": "City and state of the applicant's address.", "value": "", "group_id": ""}, {"box": [1369.3299560546875, 478.6700134277344, 234.3300018310547, 49.0], "type": "text", "state": "empty", "l...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3345819_p2_empty	[{"box": [261.0, 939.0, 25.0, 16.670000076293945], "type": "choice_checkbox", "state": "unchecked", "label": "I will provide my own insurance.", "description": "Indicates the Renter will manage their own insurance coverage as required by the facility's insurance requirements.", "value": "", "group_id": ""}, {"box": [86...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3345819_p3_empty	[{"box": [1471.0, 346.6700134277344, 122.0, 73.0], "type": "text", "state": "empty", "label": "Date", "description": "The date when the applicant signs the agreement.", "value": "", "group_id": ""}, {"box": [1467.3299560546875, 421.3299865722656, 122.0, 73.0], "type": "text", "state": "empty", "label": "Date", "descrip...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3345819_p4_empty	[{"box": [1471.0, 747.0, 122.0, 73.0], "type": "text", "state": "empty", "label": "Date:", "description": "The date when the applicant signed the form.", "value": "", "group_id": ""}, {"box": [1468.3299560546875, 821.6699829101562, 121.66999816894531, 73.0], "type": "text", "state": "empty", "label": "Date:", "descript...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3353045_p1_empty	[{"box": [389.0, 70.44000244140625, 598.0, 33.0], "type": "text", "state": "empty", "label": "CLIENT:", "description": "Client's name.", "value": "", "group_id": ""}, {"box": [389.0, 110.44000244140625, 377.0400085449219, 33.0], "type": "text", "state": "empty", "label": "PHONE:", "description": "Client's phone number....	empty	CommonForms	CC-BY-4.0	1,700	2,200
3355173_p1_empty	[{"box": [161.02999877929688, 522.739990234375, 682.7999877929688, 69.01000213623047], "type": "text", "state": "empty", "label": "Nyplacering fr.o.m. datum", "description": "The date from which the new placement begins.", "value": "", "group_id": ""}, {"box": [849.5, 522.739990234375, 682.7999877929688, 69.01000213623...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3355173_p2_empty	[{"box": [161.02999877929688, 126.0199966430664, 682.7999877929688, 69.01000213623047], "type": "text", "state": "empty", "label": "Schema avser elev", "description": "Elevens namn som anges i schemat.", "value": "", "group_id": ""}, {"box": [849.5, 126.0199966430664, 682.7999877929688, 69.01000213623047], "type": "tex...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3432009_p1_empty	[{"box": [112.9800033569336, 615.5599975585938, 731.3099975585938, 67.08000183105469], "type": "text", "state": "empty", "label": "Patient name:", "description": "The patient's full name as recorded on the form.", "value": "", "group_id": ""}, {"box": [863.1400146484375, 615.5700073242188, 729.8099975585938, 66.7200012...	empty	CommonForms	CC-BY-4.0	1,700	2,200
3707804_p1_empty	[{"box": [1102.6600341796875, 78.08000183105469, 532.6900024414062, 66.43000030517578], "type": "text", "state": "empty", "label": "House Owner Name", "description": "The name of the property owner.", "value": "", "group_id": ""}, {"box": [1099.8699951171875, 1246.8699951171875, 532.6900024414062, 66.43000030517578], "...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3766948_p1_empty	[{"box": [168.02999877929688, 499.739990234375, 709.47998046875, 60.34000015258789], "type": "text", "state": "empty", "label": "Efternamn, förnamn", "description": "Full name of the student, including last and first name.", "value": "", "group_id": ""}, {"box": [882.510009765625, 499.739990234375, 352.3999938964844, 6...	empty	CommonForms	CC-BY-4.0	1,654	2,339
3769602_p1_empty	[{"box": [392.3299865722656, 488.6700134277344, 404.3299865722656, 80.0], "type": "text", "state": "empty", "label": "Date of Packet:", "description": "The date when the volunteer packet was received or completed.", "value": "", "group_id": ""}, {"box": [341.0, 698.6699829101562, 445.3299865722656, 80.0], "type": "text...	empty	CommonForms	CC-BY-4.0	1,700	2,200

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form-field-vlm-v2-benchmark

A balanced held-out slice for evaluating form-field detect + extract — detection + fine type + text label + entered value — across the three render conditions a real pipeline meets: empty, filled (printed), and handwritten. Drawn from the commonforms-synth-v2 split (document-disjoint from training).

📊 Benchmark: nutrientdocs/form-field-vlm-v2-benchmark
🎯 Model: nutrientdocs/form-field-vlm-v2 · 🏆 Leaderboard

Composition

354 pages — 113 empty / 116 filled / 125 handwritten — type-stratified so radio / checkbox / select / signature are each well represented. 8,220 gold fields; roughly half carry a non-empty entered value (the extraction target on the filled and handwritten pages). Gold per field: bbox (original-page [x,y,w,h]), field_type, label_text, description, value, group_id, state.

Metric

Predictions are matched to gold greedily by IoU ≥ 0.5. The headline is End-to-end F1: a field counts only when the box (IoU ≥ 0.5), the type, and the value are all correct. Reported alongside are the sub-skills — Detect (IoU + type only), Value and Label (over correctly-detected fields). All metrics are macro-averaged over field types. Free-text values and labels are scored by multilingual bge-m3 embedding cosine; choice values (checked / unchecked / option) and the strict value_exact diagnostic use exact match. See scripts/score_extract_ffde.py for the reference scorer.

System	End-to-end	Detect	Value	Label
Nutrient Hybrid (detector + VLM)	0.565	0.628	0.917	0.713
Nutrient VLM v2	0.518	0.550	0.952	0.775
GPT-5.6 Sol (best cloud)	0.338	0.461	0.689	0.674

Full 11-model comparison (nine cloud VLMs + Nutrient VLM + hybrid), per-render-condition breakdowns, and diagnostics on the leaderboard.

Coordinates: gold boxes are original-page [x,y,w,h]; predictions use the documented 0–1000 grid.

Notes

Sample the whole slice, not the head (the parent split is stored empty-ordered).
description gold is VLM-annotated and is a diagnostic only — not part of the headline ranking.
Source: CommonForms-derived pages; license CC-BY-4.0.

About the author

This project is maintained and funded by Nutrient - The deterministic document infrastructure enterprises run their highest-stakes workflows on: replayable output, clear exceptions, and full audit trails on the messy, regulated documents where AI alone breaks.

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Models trained or fine-tuned on nutrientdocs/form-field-vlm-v2-benchmark

nutrientdocs/form-field-vlm-v2

Image-to-Text • Updated 23 days ago • 4