Reasoning Core: Designing Broad Procedural Data for Completion-Supervised Reasoning Training
Paper • 2608.05148 • Published • 1
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business_document_extraction:train:7 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Policy no.: T-16833
Policyholder: Ben Ta... | [
{
"name": "deductible",
"type": "text",
"instruction": "The deductible per claim in force on 20 May 2026."
},
{
"name": "cancellation_notice",
"type": "text",
"instruction": "The notice to cancel that applies on 14 May 2026."
}
] | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "two months",
"start": 414,
"end": 424
}
]
}
] | {"level": 0, "state_seed": 2281716372, "family": "insurance_policy"} | 0 |
business_document_extraction:train:4 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Premium per month: see Schedule C.
Polic... | [
{
"name": "premium",
"type": "text",
"instruction": "The monthly premium that applies on 2 September 2025."
},
{
"name": "policyholder",
"type": "text",
"instruction": "What is the policyholder on 18 December 2026?"
},
{
"name": "policy_number",
"type": "text",
"instructi... | [
{
"null": false,
"values": [
{
"text": "€604.00",
"start": 542,
"end": 549
}
]
},
{
"null": false,
"values": [
{
"text": "Kemi Okafor",
"start": 473,
"end": 484
}
]
},
{
"null": false,
"values": [
{... | {"level": 1, "state_seed": 3852004842, "family": "insurance_policy"} | 1 |
business_document_extraction:train:2 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Excess per claim: see Schedule C.
Policy... | [
{
"name": "deductible",
"type": "text",
"instruction": "What is the deductible per claim on 11 June 2025?"
},
{
"name": "insurer",
"type": "text",
"instruction": "The insurer that applies on 24 December 2025."
},
{
"name": "policyholder",
"type": "text",
"instruction": "T... | [
{
"null": false,
"values": [
{
"text": "$68.00",
"start": 824,
"end": 830
}
]
},
{
"null": false,
"values": [
{
"text": "Kestrel Air",
"start": 988,
"end": 999
}
]
},
{
"null": false,
"values": [
{
... | {"level": 2, "state_seed": 1959382327, "family": "insurance_policy"} | 2 |
business_document_extraction:train:5 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Emergency call-out fee: €32.00
Confidential ... | [
{
"name": "client",
"type": "text",
"instruction": "The client that applies on 19 February 2025."
},
{
"name": "provider",
"type": "text",
"instruction": "The service provider as of 14 February 2026."
},
{
"name": "notice_period",
"type": "text",
"instruction": "The termi... | [
{
"null": false,
"values": [
{
"text": "Sunvale Foods",
"start": 668,
"end": 681
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "45 days",
"start": 989,
"end": 996
}
]
},
... | {"level": 3, "state_seed": 2765511413, "family": "service_contract"} | 3 |
business_document_extraction:train:0 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Carrier: Orrin Software
Goods inspected on receipt.
... | [
{
"name": "requester",
"type": "text",
"instruction": "The requester that applies on 31 August 2025."
},
{
"name": "supplier",
"type": "text",
"instruction": "The supplier as of 13 September 2025."
},
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery addre... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "Lumen Textiles",
"start": 507,
"end": 521
}
]
},
{
"null": false,
"values": [
{
"text": "171 Calle Mayor, Osaka",
"start": 757,
"end": 779
... | {"level": 4, "state_seed": 3460873598, "family": "purchase_order"} | 4 |
business_document_extraction:train:9 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Insurer: Halvard Energy
Excess per claim... | [
{
"name": "deductible",
"type": "text",
"instruction": "What is the deductible per claim on 16 October 2025?"
},
{
"name": "cancellation_notice",
"type": "text",
"instruction": "What is the notice to cancel on 8 March 2025?"
}
] | [
{
"null": false,
"values": [
{
"text": "$356.00",
"start": 322,
"end": 329
}
]
},
{
"null": false,
"values": [
{
"text": "30 days",
"start": 415,
"end": 422
}
]
}
] | {"level": 0, "state_seed": 3902978829, "family": "insurance_policy"} | 0 |
business_document_extraction:train:27 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Emergency call-out fee: $260.00
Confidential... | [
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee that applies on 28 November 2026."
},
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date in force on 13 February 2027."
},
{
"name": "provider",
"type": "text",
"instruct... | [
{
"null": false,
"values": [
{
"text": "$46.00",
"start": 467,
"end": 473
}
]
},
{
"null": false,
"values": [
{
"text": "1 April 2025",
"start": 387,
"end": 399
}
]
},
{
"null": false,
"values": [
{... | {"level": 1, "state_seed": 1260905233, "family": "service_contract"} | 1 |
business_document_extraction:train:3 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Emergency call-out fee: €296.00
Notice perio... | [
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date that applies on 2 August 2025."
},
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period in force on 25 February 2026."
},
{
"name": "client",
"type": "text",
... | [
{
"null": false,
"values": [
{
"text": "22 September 2026",
"start": 771,
"end": 788
}
]
},
{
"null": false,
"values": [
{
"text": "60 days",
"start": 362,
"end": 369
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 1989800051, "family": "service_contract"} | 2 |
business_document_extraction:train:6 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Requester: see Schedule B.
Carrier: Orrin Software
P... | [
{
"name": "requester",
"type": "text",
"instruction": "The requester as of 23 April 2026."
},
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address that applies on 6 March 2027. Null if none is."
},
{
"name": "supplier",
"type": "text",
"instruction": ... | [
{
"null": false,
"values": [
{
"text": "Ines Nguyen",
"start": 650,
"end": 661
}
]
},
{
"null": false,
"values": [
{
"text": "155 Rue des Lilas, Quito",
"start": 568,
"end": 592
}
]
},
{
"null": true,
"va... | {"level": 3, "state_seed": 1579349856, "family": "purchase_order"} | 3 |
business_document_extraction:train:1 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Travel time rate:
- 1 May 2025 to 29 July 2025: €... | [
{
"name": "billing_address",
"type": "text",
"instruction": "The billing address as of 20 October 2026."
},
{
"name": "hourly_rate",
"type": "text",
"instruction": "The hourly consulting rate as of 2 November 2025."
},
{
"name": "payment_terms",
"type": "text",
"instructi... | [
{
"null": false,
"values": [
{
"text": "152 Elm Street, Perth",
"start": 889,
"end": 910
}
]
},
{
"null": false,
"values": [
{
"text": "€283.00",
"start": 728,
"end": 735
}
]
},
{
"null": true,
"values": ... | {"level": 4, "state_seed": 2448563881, "family": "invoice"} | 4 |
business_document_extraction:train:13 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Freight charge: €535.00
Goods inspected on receipt.
... | [
{
"name": "unit_price",
"type": "text",
"instruction": "What is the unit price on 5 September 2026?"
},
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number that applies on 2 February 2027."
}
] | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "T-50327",
"start": 428,
"end": 435
}
]
}
] | {"level": 0, "state_seed": 3142518634, "family": "purchase_order"} | 0 |
business_document_extraction:train:29 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Policyholder: see Schedule A.
Underwrite... | [
{
"name": "policyholder",
"type": "text",
"instruction": "The policyholder in force on 1 October 2025."
},
{
"name": "insurer",
"type": "text",
"instruction": "The insurer that applies on 6 March 2027."
},
{
"name": "cancellation_notice",
"type": "text",
"instruction": "T... | [
{
"null": false,
"values": [
{
"text": "Nikolai Novak",
"start": 666,
"end": 679
}
]
},
{
"null": false,
"values": [
{
"text": "Pexis Robotics",
"start": 323,
"end": 337
}
]
},
{
"null": false,
"values": ... | {"level": 1, "state_seed": 2314367760, "family": "insurance_policy"} | 1 |
business_document_extraction:train:19 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Cancellation notice: see Schedule A.
Cov... | [
{
"name": "insurer",
"type": "text",
"instruction": "The insurer as of 1 December 2025."
},
{
"name": "policyholder",
"type": "text",
"instruction": "The policyholder in force on 1 December 2025."
},
{
"name": "cancellation_notice",
"type": "text",
"instruction": "What is... | [
{
"null": false,
"values": [
{
"text": "Orrin Software",
"start": 374,
"end": 388
}
]
},
{
"null": false,
"values": [
{
"text": "Grace Ibrahim",
"start": 672,
"end": 685
}
]
},
{
"null": false,
"values": ... | {"level": 2, "state_seed": 3352353277, "family": "insurance_policy"} | 2 |
business_document_extraction:train:12 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Customer: Norvik Labs
Please quote the invoice numb... | [
{
"name": "invoice_number",
"type": "text",
"instruction": "The invoice number in force on 14 June 2026."
},
{
"name": "due_date",
"type": "text",
"instruction": "The payment due date that applies on 1 February 2025."
},
{
"name": "hourly_rate",
"type": "text",
"instructi... | [
{
"null": false,
"values": [
{
"text": "K-59024",
"start": 1038,
"end": 1045
}
]
},
{
"null": false,
"values": [
{
"text": "1 September 2026",
"start": 774,
"end": 790
}
]
},
{
"null": true,
"values": []
... | {"level": 3, "state_seed": 3147673525, "family": "invoice"} | 3 |
business_document_extraction:train:8 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Required delivery date: see Schedule C.
Approved by:... | [
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date as of 1 June 2025."
},
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number as of 1 June 2025."
},
{
"name": "ship_to",
"type": "text",
"instruction": "The de... | [
{
"null": false,
"values": [
{
"text": "22 May 2025",
"start": 736,
"end": 747
}
]
},
{
"null": false,
"values": [
{
"text": "A-92999",
"start": 615,
"end": 622
}
]
},
{
"null": true,
"values": []
},
... | {"level": 4, "state_seed": 4168098620, "family": "purchase_order"} | 4 |
business_document_extraction:train:15 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Supplier: Halvard Energy
Delivery address: 114 Kings... | [
{
"name": "supplier",
"type": "text",
"instruction": "The supplier in force on 14 June 2027. Leave it empty if the document gives none."
},
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address that applies on 2 August 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "Norvik Labs",
"start": 498,
"end": 509
}
]
},
{
"null": false,
"values": [
{
"text": "114 Kings Avenue, Perth",
"start": 311,
"end": 334
}
]
}
] | {"level": 0, "state_seed": 2976641977, "family": "purchase_order"} | 0 |
business_document_extraction:train:32 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Attach the delivery note to the invoice.
Purchase or... | [
{
"name": "unit_price",
"type": "text",
"instruction": "The unit price in force on 3 May 2027."
},
{
"name": "ship_to",
"type": "text",
"instruction": "What is the delivery address on 10 June 2026?"
},
{
"name": "po_number",
"type": "text",
"instruction": "What is the pur... | [
{
"null": false,
"values": [
{
"text": "£838.00",
"start": 370,
"end": 377
}
]
},
{
"null": false,
"values": [
{
"text": "136 Kings Avenue, Darwin",
"start": 572,
"end": 596
}
]
},
{
"null": false,
"value... | {"level": 1, "state_seed": 1938990087, "family": "purchase_order"} | 1 |
business_document_extraction:train:35 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Carrier: Pexis Robotics
Bill to: 155 Harbour Road, P... | [
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address that applies on 1 September 2025."
},
{
"name": "requester",
"type": "text",
"instruction": "The requester in force on 2 September 2025."
},
{
"name": "supplier",
"type": "text",
"instruction": "The... | [
{
"null": false,
"values": [
{
"text": "92 Harbour Road, Lima",
"start": 715,
"end": 736
}
]
},
{
"null": false,
"values": [
{
"text": "Sami Dubois",
"start": 582,
"end": 593
}
]
},
{
"null": false,
"valu... | {"level": 2, "state_seed": 1399571409, "family": "purchase_order"} | 2 |
business_document_extraction:train:16 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Invoice number: see Schedule A.
Invoice address: 17... | [
{
"name": "hourly_rate",
"type": "text",
"instruction": "The hourly consulting rate as of 1 October 2025."
},
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms as of 9 December 2025."
},
{
"name": "invoice_number",
"type": "text",
"instruction":... | [
{
"null": false,
"values": [
{
"text": "$763.00",
"start": 618,
"end": 625
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "R-09137",
"start": 940,
"end": 947
}
]
},
{
... | {"level": 3, "state_seed": 201934596, "family": "invoice"} | 3 |
business_document_extraction:train:10 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Goods inspected on receipt.
Carrier: Norvik Labs
Del... | [
{
"name": "unit_price",
"type": "text",
"instruction": "The unit price that applies on 22 June 2025."
},
{
"name": "po_number",
"type": "text",
"instruction": "What is the purchase order number on 1 June 2025? Leave it empty if the document gives none."
},
{
"name": "supplier",
... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "T-66430",
"start": 641,
"end": 648
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "93 Calle Mayor, Hanoi",
... | {"level": 4, "state_seed": 3430693202, "family": "purchase_order"} | 4 |
business_document_extraction:train:25 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
PO number: A-48705
Required delivery date: 24 Septem... | [
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number as of 1 August 2025."
},
{
"name": "supplier",
"type": "text",
"instruction": "The supplier as of 10 July 2026."
}
] | [
{
"null": false,
"values": [
{
"text": "A-48705",
"start": 279,
"end": 286
}
]
},
{
"null": true,
"values": []
}
] | {"level": 0, "state_seed": 2439806432, "family": "purchase_order"} | 0 |
business_document_extraction:train:33 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Carrier: Cedar & Moss
PO number: T-05145
Delivery ad... | [
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address in force on 6 April 2026."
},
{
"name": "supplier",
"type": "text",
"instruction": "The supplier as of 22 November 2025."
},
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order... | [
{
"null": false,
"values": [
{
"text": "35 Via Roma, Cuenca",
"start": 622,
"end": 641
}
]
},
{
"null": false,
"values": [
{
"text": "Norvik Labs",
"start": 469,
"end": 480
}
]
},
{
"null": false,
"values... | {"level": 1, "state_seed": 1529458396, "family": "purchase_order"} | 1 |
business_document_extraction:train:37 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Late payment fee: $229.00
Setup fee: $8,369.... | [
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee as of 12 May 2026."
},
{
"name": "monthly_fee",
"type": "text",
"instruction": "The monthly fee as of 26 July 2026."
},
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date... | [
{
"null": false,
"values": [
{
"text": "$229.00",
"start": 294,
"end": 301
}
]
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "Pexis Robotics",
"start"... | {"level": 2, "state_seed": 3182578672, "family": "service_contract"} | 2 |
business_document_extraction:train:18 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Freight charge:
- 1 November 2025 to 28 May 2026: ... | [
{
"name": "po_number",
"type": "text",
"instruction": "What is the purchase order number on 1 November 2025?"
},
{
"name": "unit_price",
"type": "text",
"instruction": "What is the unit price on 28 April 2026?"
},
{
"name": "delivery_date",
"type": "text",
"instruction": ... | [
{
"null": false,
"values": [
{
"text": "A-57645",
"start": 465,
"end": 472
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "4 May 2025",
"start": 755,
"end": 765
}
]
},
{... | {"level": 3, "state_seed": 1630944082, "family": "purchase_order"} | 3 |
business_document_extraction:train:11 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Date of issue: 27 December 2026
Balance due: £7,895... | [
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms in force on 3 May 2026. Answer null if there is none."
},
{
"name": "invoice_number",
"type": "text",
"instruction": "What is the invoice number on 4 February 2027? Null if none is."
},
{
"name": "hourly... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "£53.00",
"start": 797,
"end": 803
}
]
},
{
"null": false,
"values": [
{
"text": "100 Kings Avenue, Graz",
... | {"level": 4, "state_seed": 397529392, "family": "invoice"} | 4 |
business_document_extraction:train:26 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Client: Torrent Media
Monthly fee: £382.00
T... | [
{
"name": "late_fee",
"type": "text",
"instruction": "What is the late payment fee on 11 April 2025?"
},
{
"name": "monthly_fee",
"type": "text",
"instruction": "What is the monthly fee on 1 January 2025?"
}
] | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "£382.00",
"start": 311,
"end": 318
}
]
}
] | {"level": 0, "state_seed": 1156576792, "family": "service_contract"} | 0 |
business_document_extraction:train:34 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Subcontractor: Kestrel Air
Neither party may... | [
{
"name": "client",
"type": "text",
"instruction": "The client as of 11 August 2025."
},
{
"name": "provider",
"type": "text",
"instruction": "The service provider in force on 24 August 2026."
},
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee a... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "Pexis Robotics",
"start": 656,
"end": 670
}
]
},
{
"null": false,
"values": [
{
"text": "$108.00",
"start": 558,
"end": 565
}
]
}
... | {"level": 1, "state_seed": 2504866179, "family": "service_contract"} | 1 |
business_document_extraction:train:49 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Issued by: Orrin Software
Invoice No.: A-47606
Subt... | [
{
"name": "billing_address",
"type": "text",
"instruction": "What is the billing address on 1 July 2025?"
},
{
"name": "invoice_number",
"type": "text",
"instruction": "The invoice number in force on 16 February 2026."
},
{
"name": "total_due",
"type": "text",
"instructio... | [
{
"null": false,
"values": [
{
"text": "25 Calle Mayor, Kobe",
"start": 594,
"end": 614
}
]
},
{
"null": false,
"values": [
{
"text": "A-47606",
"start": 308,
"end": 315
}
]
},
{
"null": true,
"values": [... | {"level": 2, "state_seed": 2203776991, "family": "invoice"} | 2 |
business_document_extraction:train:21 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Terms for repeat orders: 2/10 Net 30
Bank transfer ... | [
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms in force on 6 February 2027. Leave it empty if the document gives none."
},
{
"name": "total_due",
"type": "text",
"instruction": "The total due that applies on 8 November 2026."
},
{
"name": "invoice_nu... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "£8,431.21",
"start": 427,
"end": 436
}
]
},
{
"null": false,
"values": [
{
"text": "K-39342",
"start": 984,
"end": 991
}
]
},
{
... | {"level": 3, "state_seed": 1875269266, "family": "invoice"} | 3 |
business_document_extraction:train:14 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Claims must be supported by receipts.
Po... | [
{
"name": "insurer",
"type": "text",
"instruction": "The insurer that applies on 1 July 2025."
},
{
"name": "premium",
"type": "text",
"instruction": "What is the monthly premium on 26 May 2026?"
},
{
"name": "cancellation_notice",
"type": "text",
"instruction": "The noti... | [
{
"null": false,
"values": [
{
"text": "Quillon Bank",
"start": 988,
"end": 1000
}
]
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{... | {"level": 4, "state_seed": 1805796856, "family": "insurance_policy"} | 4 |
business_document_extraction:train:46 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Commencement date: see Schedule A.
Late paym... | [
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date in force on 1 February 2025."
},
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee as of 2 May 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "12 August 2026",
"start": 508,
"end": 522
}
]
},
{
"null": false,
"values": [
{
"text": "£400.00",
"start": 329,
"end": 336
}
]
}
] | {"level": 0, "state_seed": 923872928, "family": "service_contract"} | 0 |
business_document_extraction:train:44 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Carrier: Norvik Labs
Requester: Farid Ruiz
Required ... | [
{
"name": "unit_price",
"type": "text",
"instruction": "The unit price as of 28 March 2027."
},
{
"name": "po_number",
"type": "text",
"instruction": "What is the purchase order number on 29 September 2025?"
},
{
"name": "requester",
"type": "text",
"instruction": "The re... | [
{
"null": false,
"values": [
{
"text": "€682.00",
"start": 464,
"end": 471
}
]
},
{
"null": false,
"values": [
{
"text": "A-32050",
"start": 624,
"end": 631
}
]
},
{
"null": false,
"values": [
{
... | {"level": 1, "state_seed": 1053755932, "family": "purchase_order"} | 1 |
business_document_extraction:train:54 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Payment due: 11 June 2025
Date of issue: 27 October... | [
{
"name": "total_due",
"type": "text",
"instruction": "The total due that applies on 1 December 2025."
},
{
"name": "due_date",
"type": "text",
"instruction": "The payment due date in force on 1 December 2025."
},
{
"name": "billing_address",
"type": "text",
"instruction"... | [
{
"null": false,
"values": [
{
"text": "$4,880.82",
"start": 565,
"end": 574
}
]
},
{
"null": false,
"values": [
{
"text": "11 June 2025",
"start": 282,
"end": 294
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 2500217774, "family": "invoice"} | 2 |
business_document_extraction:train:22 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Invoice number: T-37402
Subtotal (excl. VAT): $2,26... | [
{
"name": "due_date",
"type": "text",
"instruction": "The payment due date that applies on 3 October 2026."
},
{
"name": "total_due",
"type": "text",
"instruction": "The total due as of 25 October 2026."
},
{
"name": "billing_address",
"type": "text",
"instruction": "The ... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "44 Calle Mayor, Kobe",
"start": 539,
"end": 559
}
]
},
{
"null": false,
"values": [
{
"text": "Net 30",
"s... | {"level": 3, "state_seed": 2977915158, "family": "invoice"} | 3 |
business_document_extraction:train:17 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Ship to: 77 Kings Avenue, Lima
Attach the delivery n... | [
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date that applies on 19 December 2026."
},
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number as of 2 September 2025."
},
{
"name": "supplier",
"type": "text",
"... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "A-95804",
"start": 599,
"end": 606
}
]
},
{
"null": false,
"values": [
{
"text": "Altamar Freight",
"start": 563,
"end": 578
}
]
}... | {"level": 4, "state_seed": 2863341178, "family": "purchase_order"} | 4 |
business_document_extraction:train:50 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Termination notice: three months
Start of se... | [
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date in force on 5 July 2027."
},
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee in force on 1 September 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "4 June 2026",
"start": 328,
"end": 339
}
]
},
{
"null": false,
"values": [
{
"text": "£95.00",
"start": 480,
"end": 486
}
]
}
] | {"level": 0, "state_seed": 3558845723, "family": "service_contract"} | 0 |
business_document_extraction:train:51 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Supplier: Norvik Labs
Requester: Ines Mensah
Freight... | [
{
"name": "requester",
"type": "text",
"instruction": "The requester as of 31 July 2025. Answer null if there is none."
},
{
"name": "unit_price",
"type": "text",
"instruction": "What is the unit price on 2 July 2025?"
},
{
"name": "supplier",
"type": "text",
"instruction... | [
{
"null": false,
"values": [
{
"text": "Ines Mensah",
"start": 301,
"end": 312
}
]
},
{
"null": false,
"values": [
{
"text": "€229.00",
"start": 531,
"end": 538
}
]
},
{
"null": false,
"values": [
{... | {"level": 1, "state_seed": 2441571304, "family": "purchase_order"} | 1 |
business_document_extraction:train:56 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Required delivery date: 18 September 2026
Purchase o... | [
{
"name": "supplier",
"type": "text",
"instruction": "The supplier in force on 1 November 2025."
},
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date that applies on 25 November 2025."
},
{
"name": "unit_price",
"type": "text",
"instruc... | [
{
"null": false,
"values": [
{
"text": "Norvik Labs",
"start": 468,
"end": 479
}
]
},
{
"null": false,
"values": [
{
"text": "18 September 2026",
"start": 292,
"end": 309
}
]
},
{
"null": true,
"values": ... | {"level": 2, "state_seed": 2502297123, "family": "purchase_order"} | 2 |
business_document_extraction:train:24 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Thank you for your business.
Subtotal (excl. VAT): ... | [
{
"name": "total_due",
"type": "text",
"instruction": "The total due that applies on 24 March 2027."
},
{
"name": "invoice_number",
"type": "text",
"instruction": "The invoice number that applies on 1 December 2025. Leave it empty if the document gives none."
},
{
"name": "vendor... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "T-31582",
"start": 1062,
"end": 1069
}
]
},
{
"null": false,
"values": [
{
"text": "Lumen Textiles",
"start": 340,
"end": 354
}
]
... | {"level": 3, "state_seed": 1979671208, "family": "invoice"} | 3 |
business_document_extraction:train:20 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Deductible: $130.00
Claims to be reporte... | [
{
"name": "cancellation_notice",
"type": "text",
"instruction": "The notice to cancel as of 26 June 2026."
},
{
"name": "policy_number",
"type": "text",
"instruction": "What is the policy number on 1 February 2025?"
},
{
"name": "premium",
"type": "text",
"instruction": "... | [
{
"null": false,
"values": [
{
"text": "six months",
"start": 510,
"end": 520
}
]
},
{
"null": false,
"values": [
{
"text": "R-02950",
"start": 879,
"end": 886
}
]
},
{
"null": false,
"values": [
{
... | {"level": 4, "state_seed": 3237765207, "family": "insurance_policy"} | 4 |
business_document_extraction:train:52 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Subcontractor: Arcadia Health
Commencement d... | [
{
"name": "provider",
"type": "text",
"instruction": "What is the service provider on 4 April 2025?"
},
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date that applies on 1 February 2025."
}
] | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "22 November 2026",
"start": 325,
"end": 341
}
]
}
] | {"level": 0, "state_seed": 1412030479, "family": "service_contract"} | 0 |
business_document_extraction:train:60 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Supplier: see Schedule A.
Requester: Yusuf Nguyen
Un... | [
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date in force on 20 November 2025."
},
{
"name": "requester",
"type": "text",
"instruction": "What is the requester on 21 December 2025?"
},
{
"name": "supplier",
"type": "text",
"instruction... | [
{
"null": false,
"values": [
{
"text": "20 June 2025",
"start": 350,
"end": 362
}
]
},
{
"null": false,
"values": [
{
"text": "Yusuf Nguyen",
"start": 305,
"end": 317
}
]
},
{
"null": false,
"values": [
... | {"level": 1, "state_seed": 2670283560, "family": "purchase_order"} | 1 |
business_document_extraction:train:65 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
PO number: T-38627
Partial deliveries accepted.
Atta... | [
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date in force on 29 April 2026."
},
{
"name": "supplier",
"type": "text",
"instruction": "The supplier that applies on 23 July 2027."
},
{
"name": "po_number",
"type": "text",
"instruction": ... | [
{
"null": false,
"values": [
{
"text": "27 April 2026",
"start": 565,
"end": 578
}
]
},
{
"null": false,
"values": [
{
"text": "Norvik Labs",
"start": 629,
"end": 640
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 1423723283, "family": "purchase_order"} | 2 |
business_document_extraction:train:28 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Late payment fee: £293.00
The Provider perfo... | [
{
"name": "monthly_fee",
"type": "text",
"instruction": "The monthly fee that applies on 16 November 2025."
},
{
"name": "client",
"type": "text",
"instruction": "What is the client on 11 September 2025?"
},
{
"name": "notice_period",
"type": "text",
"instruction": "The t... | [
{
"null": false,
"values": [
{
"text": "£853.00",
"start": 636,
"end": 643
}
]
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "£293.00",
"start": 294,
... | {"level": 3, "state_seed": 3729871915, "family": "service_contract"} | 3 |
business_document_extraction:train:23 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Subcontractor: Arcadia Health
Notice period:... | [
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date as of 8 August 2026."
},
{
"name": "client",
"type": "text",
"instruction": "The client as of 10 September 2026."
},
{
"name": "monthly_fee",
"type": "text",
"instruction": "What is the monthly ... | [
{
"null": false,
"values": [
{
"text": "10 April 2025",
"start": 504,
"end": 517
}
]
},
{
"null": false,
"values": [
{
"text": "Norvik Labs",
"start": 850,
"end": 861
}
]
},
{
"null": true,
"values": []
... | {"level": 4, "state_seed": 2034762819, "family": "service_contract"} | 4 |
business_document_extraction:train:58 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Invoice address: 122 Elm Street, Cusco
Invoice date... | [
{
"name": "due_date",
"type": "text",
"instruction": "The payment due date that applies on 2 September 2025."
},
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms as of 1 April 2026."
}
] | [
{
"null": false,
"values": [
{
"text": "4 March 2025",
"start": 391,
"end": 403
}
]
},
{
"null": false,
"values": [
{
"text": "Net 30",
"start": 374,
"end": 380
}
]
}
] | {"level": 0, "state_seed": 2097478181, "family": "invoice"} | 0 |
business_document_extraction:train:73 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Monthly premium: €154.00
Claims must be ... | [
{
"name": "premium",
"type": "text",
"instruction": "What is the monthly premium on 1 January 2025?"
},
{
"name": "policy_number",
"type": "text",
"instruction": "The policy number as of 29 September 2025."
},
{
"name": "policyholder",
"type": "text",
"instruction": "The ... | [
{
"null": false,
"values": [
{
"text": "€154.00",
"start": 297,
"end": 304
}
]
},
{
"null": false,
"values": [
{
"text": "A-77290",
"start": 426,
"end": 433
}
]
},
{
"null": false,
"values": [
{
... | {"level": 1, "state_seed": 2556918885, "family": "insurance_policy"} | 1 |
business_document_extraction:train:69 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Broker: Norvik Labs
Underwriter: Kestrel... | [
{
"name": "premium",
"type": "text",
"instruction": "The monthly premium in force on 9 March 2027."
},
{
"name": "insurer",
"type": "text",
"instruction": "The insurer in force on 1 September 2025."
},
{
"name": "policy_number",
"type": "text",
"instruction": "The policy ... | [
{
"null": false,
"values": [
{
"text": "€650.00",
"start": 586,
"end": 593
}
]
},
{
"null": false,
"values": [
{
"text": "Kestrel Air",
"start": 313,
"end": 324
}
]
},
{
"null": false,
"values": [
{... | {"level": 2, "state_seed": 754510617, "family": "insurance_policy"} | 2 |
business_document_extraction:train:31 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Bill to: Halvard Energy
Terms for repeat orders: Ne... | [
{
"name": "total_due",
"type": "text",
"instruction": "What is the total due on 23 October 2026?"
},
{
"name": "due_date",
"type": "text",
"instruction": "The payment due date that applies on 13 July 2026."
},
{
"name": "payment_terms",
"type": "text",
"instruction": "The... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "3 July 2026",
"start": 639,
"end": 650
}
]
},
{
"null": false,
"values": [
{
"text": "2/10 Net 30",
"start": 973,
"end": 984
}
]
}... | {"level": 3, "state_seed": 722995158, "family": "invoice"} | 3 |
business_document_extraction:train:30 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
The Provider performs the services with reas... | [
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period as of 7 June 2027."
},
{
"name": "start_date",
"type": "text",
"instruction": "What is the commencement date on 18 August 2026?"
},
{
"name": "client",
"type": "text",
"instruction": ... | [
{
"null": false,
"values": [
{
"text": "six months",
"start": 591,
"end": 601
}
]
},
{
"null": false,
"values": [
{
"text": "10 July 2026",
"start": 1295,
"end": 1307
}
]
},
{
"null": false,
"values": [
... | {"level": 4, "state_seed": 3743124745, "family": "service_contract"} | 4 |
business_document_extraction:train:62 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Thank you for your business.
Terms for repeat order... | [
{
"name": "billing_address",
"type": "text",
"instruction": "The billing address in force on 1 June 2025."
},
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms as of 8 December 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "162 Calle Mayor, Quito",
"start": 378,
"end": 400
}
]
},
{
"null": false,
"values": [
{
"text": "Net 15",
"start": 416,
"end": 422
}
]
}
] | {"level": 0, "state_seed": 2170083294, "family": "invoice"} | 0 |
business_document_extraction:train:74 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Service provider: Lumen Textiles
Client: Pex... | [
{
"name": "start_date",
"type": "text",
"instruction": "What is the commencement date on 3 December 2025?"
},
{
"name": "provider",
"type": "text",
"instruction": "The service provider as of 1 November 2026. Answer null if there is none."
},
{
"name": "late_fee",
"type": "tex... | [
{
"null": false,
"values": [
{
"text": "19 December 2026",
"start": 435,
"end": 451
}
]
},
{
"null": false,
"values": [
{
"text": "Bluefin Analytics",
"start": 555,
"end": 572
}
]
},
{
"null": false,
"val... | {"level": 1, "state_seed": 1926765440, "family": "service_contract"} | 1 |
business_document_extraction:train:75 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Required delivery date: 25 March 2025
Requested by: ... | [
{
"name": "requester",
"type": "text",
"instruction": "The requester as of 2 February 2025."
},
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date in force on 30 March 2025."
},
{
"name": "unit_price",
"type": "text",
"instruction": "The... | [
{
"null": false,
"values": [
{
"text": "Zoe Ibrahim",
"start": 320,
"end": 331
}
]
},
{
"null": false,
"values": [
{
"text": "25 March 2025",
"start": 292,
"end": 305
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 2548806914, "family": "purchase_order"} | 2 |
business_document_extraction:train:38 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Unit price: €727.00
Carrier: Torrent Media
Supplier:... | [
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address in force on 25 July 2026. Leave it empty if the document gives none."
},
{
"name": "po_number",
"type": "text",
"instruction": "What is the purchase order number on 17 November 2026?"
},
{
"name": "unit_pri... | [
{
"null": false,
"values": [
{
"text": "149 Harbour Road, Hue",
"start": 594,
"end": 615
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "€727.00",
"start": 280,
"end": 287
}
... | {"level": 3, "state_seed": 479801839, "family": "purchase_order"} | 3 |
business_document_extraction:train:36 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Travel time rate: $634.00
Shipping address: 17 Mill... | [
{
"name": "hourly_rate",
"type": "text",
"instruction": "The hourly consulting rate that applies on 3 February 2026."
},
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms that applies on 16 August 2027."
},
{
"name": "due_date",
"type": "text",
... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "137 Elm Street, Cuenca",
"start": 1143,
"end": 1165
}
... | {"level": 4, "state_seed": 1372933538, "family": "invoice"} | 4 |
business_document_extraction:train:64 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Billing address: 69 Via Roma, Dakar
Shipping addres... | [
{
"name": "hourly_rate",
"type": "text",
"instruction": "What is the hourly consulting rate on 2 June 2025?"
},
{
"name": "billing_address",
"type": "text",
"instruction": "The billing address as of 4 October 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "€680.00",
"start": 473,
"end": 480
}
]
},
{
"null": false,
"values": [
{
"text": "69 Via Roma, Dakar",
"start": 286,
"end": 304
}
]
}
] | {"level": 0, "state_seed": 3098620229, "family": "invoice"} | 0 |
business_document_extraction:train:76 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Requested by: Tara Novak
Attach the delivery note to... | [
{
"name": "requester",
"type": "text",
"instruction": "What is the requester on 1 June 2025?"
},
{
"name": "unit_price",
"type": "text",
"instruction": "The unit price as of 25 May 2026."
},
{
"name": "ship_to",
"type": "text",
"instruction": "What is the delivery address... | [
{
"null": false,
"values": [
{
"text": "Tara Novak",
"start": 282,
"end": 292
}
]
},
{
"null": false,
"values": [
{
"text": "$523.00",
"start": 462,
"end": 469
}
]
},
{
"null": false,
"values": [
{
... | {"level": 1, "state_seed": 130058289, "family": "purchase_order"} | 1 |
business_document_extraction:train:79 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Required delivery date: 8 November 2025
Replaces PO:... | [
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date that applies on 28 September 2027."
},
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number that applies on 1 December 2025."
},
{
"name": "unit_price",
"type": "... | [
{
"null": false,
"values": [
{
"text": "8 November 2025",
"start": 292,
"end": 307
}
]
},
{
"null": false,
"values": [
{
"text": "T-74697",
"start": 636,
"end": 643
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 3755914965, "family": "purchase_order"} | 2 |
business_document_extraction:train:39 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Provider: see Schedule A.
Client: Orrin Soft... | [
{
"name": "notice_period",
"type": "text",
"instruction": "What is the termination notice period on 7 February 2026?"
},
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date as of 2 November 2025. Answer null if there is none."
},
{
"name": "monthly_fee",... | [
{
"null": false,
"values": [
{
"text": "45 days",
"start": 886,
"end": 893
}
]
},
{
"null": false,
"values": [
{
"text": "10 May 2025",
"start": 621,
"end": 632
}
]
},
{
"null": true,
"values": []
},
... | {"level": 3, "state_seed": 1253331127, "family": "service_contract"} | 3 |
business_document_extraction:train:43 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Confidential information is not disclosed to... | [
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee in force on 24 August 2027. Leave it empty if the document gives none."
},
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period that applies on 27 January 2026."
},
{
"n... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "29 June 2026",
"start": 1208,
"end": 1220
}
]
},
{
"null": false,
"values": [
{
"text": "Lumen Textiles",
... | {"level": 4, "state_seed": 4082995139, "family": "service_contract"} | 4 |
business_document_extraction:train:70 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Policy no.: T-35454
Cancellation notice:... | [
{
"name": "premium",
"type": "text",
"instruction": "What is the monthly premium on 31 May 2026? Answer null if there is none."
},
{
"name": "policy_number",
"type": "text",
"instruction": "The policy number in force on 1 September 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "$423.00",
"start": 524,
"end": 531
}
]
},
{
"null": false,
"values": [
{
"text": "T-35454",
"start": 292,
"end": 299
}
]
}
] | {"level": 0, "state_seed": 2078072001, "family": "insurance_policy"} | 0 |
business_document_extraction:train:81 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Partial deliveries accepted.
Requested by: see Sched... | [
{
"name": "delivery_date",
"type": "text",
"instruction": "The required delivery date that applies on 1 December 2025."
},
{
"name": "ship_to",
"type": "text",
"instruction": "What is the delivery address on 10 June 2027?"
},
{
"name": "requester",
"type": "text",
"instru... | [
{
"null": false,
"values": [
{
"text": "23 August 2026",
"start": 404,
"end": 418
}
]
},
{
"null": false,
"values": [
{
"text": "70 Kings Avenue, Hue",
"start": 573,
"end": 593
}
]
},
{
"null": false,
"va... | {"level": 1, "state_seed": 2041521056, "family": "purchase_order"} | 1 |
business_document_extraction:train:83 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Policy number: K-29417
Claims must be su... | [
{
"name": "premium",
"type": "text",
"instruction": "The monthly premium as of 12 October 2025."
},
{
"name": "policy_number",
"type": "text",
"instruction": "What is the policy number on 1 February 2025? Null if none is."
},
{
"name": "deductible",
"type": "text",
"instr... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "K-29417",
"start": 295,
"end": 302
}
]
},
{
"null": false,
"values": [
{
"text": "€274.00",
"start": 608,
"end": 615
}
]
},
{
... | {"level": 2, "state_seed": 3642724527, "family": "insurance_policy"} | 2 |
business_document_extraction:train:40 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Broker: Lumen Textiles
Sum insured: £5,2... | [
{
"name": "policy_number",
"type": "text",
"instruction": "The policy number in force on 1 October 2025."
},
{
"name": "premium",
"type": "text",
"instruction": "What is the monthly premium on 8 March 2027?"
},
{
"name": "insurer",
"type": "text",
"instruction": "The insu... | [
{
"null": false,
"values": [
{
"text": "A-64953",
"start": 549,
"end": 556
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "Orrin Software",
"start": 372,
"end": 386
}
]
},... | {"level": 3, "state_seed": 4041300367, "family": "insurance_policy"} | 3 |
business_document_extraction:train:45 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Claims must be supported by receipts.
Po... | [
{
"name": "policyholder",
"type": "text",
"instruction": "The policyholder that applies on 28 March 2027."
},
{
"name": "policy_number",
"type": "text",
"instruction": "The policy number that applies on 1 June 2025."
},
{
"name": "premium",
"type": "text",
"instruction": ... | [
{
"null": false,
"values": [
{
"text": "Amir Kowalski",
"start": 332,
"end": 345
}
]
},
{
"null": false,
"values": [
{
"text": "R-99384",
"start": 965,
"end": 972
}
]
},
{
"null": true,
"values": []
},
... | {"level": 4, "state_seed": 701952503, "family": "insurance_policy"} | 4 |
business_document_extraction:train:71 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Required delivery date: 9 February 2026
Ship to: 89 ... | [
{
"name": "unit_price",
"type": "text",
"instruction": "What is the unit price on 2 June 2025?"
},
{
"name": "po_number",
"type": "text",
"instruction": "What is the purchase order number on 17 February 2026?"
}
] | [
{
"null": false,
"values": [
{
"text": "$337.00",
"start": 422,
"end": 429
}
]
},
{
"null": true,
"values": []
}
] | {"level": 0, "state_seed": 2094651394, "family": "purchase_order"} | 0 |
business_document_extraction:train:90 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Premium per month: £259.00
Premiums are ... | [
{
"name": "cancellation_notice",
"type": "text",
"instruction": "What is the notice to cancel on 1 March 2026?"
},
{
"name": "deductible",
"type": "text",
"instruction": "The deductible per claim that applies on 13 February 2026."
},
{
"name": "policyholder",
"type": "text",
... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "£179.00",
"start": 582,
"end": 589
}
]
},
{
"null": false,
"values": [
{
"text": "Amir Moreau",
"start": 395,
"end": 406
}
]
}
] | {"level": 1, "state_seed": 2959532260, "family": "insurance_policy"} | 1 |
business_document_extraction:train:91 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Late payment fee: €213.00
Start of services:... | [
{
"name": "start_date",
"type": "text",
"instruction": "What is the commencement date on 1 April 2025?"
},
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee that applies on 1 April 2025."
},
{
"name": "notice_period",
"type": "text",
"instruction"... | [
{
"null": false,
"values": [
{
"text": "2 September 2025",
"start": 321,
"end": 337
}
]
},
{
"null": false,
"values": [
{
"text": "€213.00",
"start": 294,
"end": 301
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 2389435473, "family": "service_contract"} | 2 |
business_document_extraction:train:41 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Monthly fee: £246.00
Commencement date: 25 A... | [
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period as of 5 December 2025."
},
{
"name": "start_date",
"type": "text",
"instruction": "What is the commencement date on 28 September 2026?"
},
{
"name": "provider",
"type": "text",
"instr... | [
{
"null": false,
"values": [
{
"text": "45 days",
"start": 760,
"end": 767
}
]
},
{
"null": false,
"values": [
{
"text": "25 April 2026",
"start": 316,
"end": 329
}
]
},
{
"null": false,
"values": [
... | {"level": 3, "state_seed": 108302402, "family": "service_contract"} | 3 |
business_document_extraction:train:55 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Subtotal (excl. VAT): £698.97
Previous invoice: K-3... | [
{
"name": "hourly_rate",
"type": "text",
"instruction": "The hourly consulting rate that applies on 16 April 2027."
},
{
"name": "billing_address",
"type": "text",
"instruction": "The billing address that applies on 20 November 2026."
},
{
"name": "total_due",
"type": "text",... | [
{
"null": false,
"values": [
{
"text": "£260.00",
"start": 969,
"end": 976
}
]
},
{
"null": false,
"values": [
{
"text": "59 Via Roma, Kobe",
"start": 888,
"end": 905
}
]
},
{
"null": false,
"values": [
... | {"level": 4, "state_seed": 2635776645, "family": "invoice"} | 4 |
business_document_extraction:train:77 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Delivery address: 124 Rue des Lilas, Tunis
Deliver b... | [
{
"name": "supplier",
"type": "text",
"instruction": "The supplier that applies on 1 January 2027."
},
{
"name": "delivery_date",
"type": "text",
"instruction": "What is the required delivery date on 31 December 2026?"
}
] | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "17 February 2026",
"start": 323,
"end": 339
}
]
}
] | {"level": 0, "state_seed": 765242952, "family": "purchase_order"} | 0 |
business_document_extraction:train:106 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Notice period: 90 days
Start of services: se... | [
{
"name": "client",
"type": "text",
"instruction": "The client that applies on 1 December 2025. Answer null if there is none."
},
{
"name": "start_date",
"type": "text",
"instruction": "The commencement date in force on 1 December 2025."
},
{
"name": "late_fee",
"type": "text... | [
{
"null": false,
"values": [
{
"text": "Kestrel Air",
"start": 480,
"end": 491
}
]
},
{
"null": false,
"values": [
{
"text": "16 April 2026",
"start": 605,
"end": 618
}
]
},
{
"null": false,
"values": [
... | {"level": 1, "state_seed": 3076736854, "family": "service_contract"} | 1 |
business_document_extraction:train:93 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Start of services: 23 June 2026
The Provider... | [
{
"name": "client",
"type": "text",
"instruction": "The client that applies on 1 May 2025."
},
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period that applies on 27 September 2025."
},
{
"name": "provider",
"type": "text",
"instructio... | [
{
"null": false,
"values": [
{
"text": "Bluefin Analytics",
"start": 667,
"end": 684
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "Norvik Labs",
"start": 417,
"end": 428
}
... | {"level": 2, "state_seed": 2085817741, "family": "service_contract"} | 2 |
business_document_extraction:train:42 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Hourly rate: see Schedule C.
Date of issue: 2 April... | [
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms that applies on 1 January 2025."
},
{
"name": "billing_address",
"type": "text",
"instruction": "The billing address as of 3 January 2025."
},
{
"name": "due_date",
"type": "text",
"instruction":... | [
{
"null": false,
"values": [
{
"text": "Net 45",
"start": 783,
"end": 789
}
]
},
{
"null": false,
"values": [
{
"text": "79 Elm Street, Braga",
"start": 514,
"end": 534
}
]
},
{
"null": false,
"values": [... | {"level": 3, "state_seed": 958871856, "family": "invoice"} | 3 |
business_document_extraction:train:59 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Notice period: 14 days
Late payment fee: $12... | [
{
"name": "monthly_fee",
"type": "text",
"instruction": "The monthly fee as of 1 January 2025. Answer null if there is none."
},
{
"name": "client",
"type": "text",
"instruction": "The client as of 1 January 2025."
},
{
"name": "start_date",
"type": "text",
"instruction":... | [
{
"null": false,
"values": [
{
"text": "$496.00",
"start": 1000,
"end": 1007
}
]
},
{
"null": false,
"values": [
{
"text": "Pexis Robotics",
"start": 895,
"end": 909
}
]
},
{
"null": false,
"values": [
... | {"level": 4, "state_seed": 3628924459, "family": "service_contract"} | 4 |
business_document_extraction:train:78 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Partial deliveries accepted.
Unit price: see Schedul... | [
{
"name": "po_number",
"type": "text",
"instruction": "What is the purchase order number on 2 July 2025?"
},
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address as of 25 November 2026. Answer null if there is none."
}
] | [
{
"null": false,
"values": [
{
"text": "A-13919",
"start": 400,
"end": 407
}
]
},
{
"null": false,
"values": [
{
"text": "167 Kings Avenue, Darwin",
"start": 426,
"end": 450
}
]
}
] | {"level": 0, "state_seed": 927958898, "family": "purchase_order"} | 0 |
business_document_extraction:train:110 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Purchase order no.: K-34307
Carrier: Orrin Software
... | [
{
"name": "requester",
"type": "text",
"instruction": "The requester in force on 13 June 2027."
},
{
"name": "supplier",
"type": "text",
"instruction": "The supplier as of 1 August 2025."
},
{
"name": "unit_price",
"type": "text",
"instruction": "The unit price as of 1 Au... | [
{
"null": false,
"values": [
{
"text": "Chloe Kowalski",
"start": 404,
"end": 418
}
]
},
{
"null": false,
"values": [
{
"text": "Bramble Insurance",
"start": 429,
"end": 446
}
]
},
{
"null": false,
"value... | {"level": 1, "state_seed": 1448357381, "family": "purchase_order"} | 1 |
business_document_extraction:train:96 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Previous policy: T-51123
Claims must be ... | [
{
"name": "deductible",
"type": "text",
"instruction": "The deductible per claim as of 25 February 2026."
},
{
"name": "policy_number",
"type": "text",
"instruction": "The policy number as of 23 November 2026."
},
{
"name": "insurer",
"type": "text",
"instruction": "What ... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "T-42631",
"start": 422,
"end": 429
}
]
},
{
"null": false,
"values": [
{
"text": "Lumen Textiles",
"start": 504,
"end": 518
}
]
},... | {"level": 2, "state_seed": 347691665, "family": "insurance_policy"} | 2 |
business_document_extraction:train:47 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Delivery address: 67 Elm Street, Oslo
Partial delive... | [
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address that applies on 1 June 2025."
},
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number that applies on 14 March 2026."
},
{
"name": "unit_price",
"type": "text",
"instruct... | [
{
"null": false,
"values": [
{
"text": "67 Elm Street, Oslo",
"start": 286,
"end": 305
}
]
},
{
"null": false,
"values": [
{
"text": "K-96749",
"start": 438,
"end": 445
}
]
},
{
"null": false,
"values": [... | {"level": 3, "state_seed": 4033979831, "family": "purchase_order"} | 3 |
business_document_extraction:train:63 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Attach the delivery note to the invoice.
Approved by... | [
{
"name": "supplier",
"type": "text",
"instruction": "The supplier that applies on 1 January 2025."
},
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address in force on 2 January 2025."
},
{
"name": "delivery_date",
"type": "text",
"instruction": "What... | [
{
"null": false,
"values": [
{
"text": "Altamar Freight",
"start": 344,
"end": 359
}
]
},
{
"null": false,
"values": [
{
"text": "104 Harbour Road, Sfax",
"start": 692,
"end": 714
}
]
},
{
"null": true,
"... | {"level": 4, "state_seed": 4226502164, "family": "purchase_order"} | 4 |
business_document_extraction:train:82 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Cancellation notice: one month
Premiums ... | [
{
"name": "premium",
"type": "text",
"instruction": "The monthly premium that applies on 1 March 2025."
},
{
"name": "cancellation_notice",
"type": "text",
"instruction": "The notice to cancel as of 2 March 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "£84.00",
"start": 394,
"end": 400
}
]
},
{
"null": false,
"values": [
{
"text": "one month",
"start": 301,
"end": 310
}
]
}
] | {"level": 0, "state_seed": 941137861, "family": "insurance_policy"} | 0 |
business_document_extraction:train:112 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Cover is subject to the general conditio... | [
{
"name": "insurer",
"type": "text",
"instruction": "What is the insurer on 1 July 2025?"
},
{
"name": "policyholder",
"type": "text",
"instruction": "The policyholder that applies on 1 April 2026. Leave it empty if the document gives none."
},
{
"name": "policy_number",
"typ... | [
{
"null": false,
"values": [
{
"text": "Pexis Robotics",
"start": 337,
"end": 351
}
]
},
{
"null": false,
"values": [
{
"text": "Tara Rossi",
"start": 413,
"end": 423
}
]
},
{
"null": false,
"values": [
... | {"level": 1, "state_seed": 2704317707, "family": "insurance_policy"} | 1 |
business_document_extraction:train:103 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Bill to: 72 Rue des Lilas, Graz
Purchase order no.: ... | [
{
"name": "po_number",
"type": "text",
"instruction": "The purchase order number that applies on 6 September 2026."
},
{
"name": "unit_price",
"type": "text",
"instruction": "The unit price in force on 19 February 2026."
},
{
"name": "ship_to",
"type": "text",
"instructio... | [
{
"null": false,
"values": [
{
"text": "K-19458",
"start": 320,
"end": 327
}
]
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "100 Calle Mayor, Graz",
"start": 473,
"end": 494
}
... | {"level": 2, "state_seed": 803439290, "family": "purchase_order"} | 2 |
business_document_extraction:train:48 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Travel time rate: $172.00
Invoice number: A-01834
P... | [
{
"name": "total_due",
"type": "text",
"instruction": "The total due as of 1 February 2025. Null if none is."
},
{
"name": "invoice_number",
"type": "text",
"instruction": "The invoice number in force on 2 February 2025. Leave it empty if the document gives none."
},
{
"name": "v... | [
{
"null": false,
"values": [
{
"text": "$1,367.54",
"start": 681,
"end": 690
}
]
},
{
"null": false,
"values": [
{
"text": "A-01834",
"start": 311,
"end": 318
}
]
},
{
"null": false,
"values": [
{
... | {"level": 3, "state_seed": 3048058251, "family": "invoice"} | 3 |
business_document_extraction:train:66 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Subcontractor: Orrin Software
Emergency call... | [
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period that applies on 1 August 2025. Leave it empty if the document gives none."
},
{
"name": "late_fee",
"type": "text",
"instruction": "The late payment fee that applies on 2 August 2025."
},
{
"... | [
{
"null": false,
"values": [
{
"text": "45 days",
"start": 544,
"end": 551
}
]
},
{
"null": false,
"values": [
{
"text": "$367.00",
"start": 356,
"end": 363
}
]
},
{
"null": false,
"values": [
{
... | {"level": 4, "state_seed": 116484265, "family": "service_contract"} | 4 |
business_document_extraction:train:85 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Terms: due on receipt
Invoice number: R-96689
Amoun... | [
{
"name": "hourly_rate",
"type": "text",
"instruction": "The hourly consulting rate that applies on 12 March 2025."
},
{
"name": "invoice_number",
"type": "text",
"instruction": "The invoice number that applies on 1 January 2026."
}
] | [
{
"null": false,
"values": [
{
"text": "$83.00",
"start": 399,
"end": 405
}
]
},
{
"null": false,
"values": [
{
"text": "R-96689",
"start": 307,
"end": 314
}
]
}
] | {"level": 0, "state_seed": 3655161995, "family": "invoice"} | 0 |
business_document_extraction:train:123 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Please quote the invoice number with your payment.
... | [
{
"name": "due_date",
"type": "text",
"instruction": "What is the payment due date on 30 June 2025?"
},
{
"name": "invoice_number",
"type": "text",
"instruction": "The invoice number that applies on 1 June 2025."
},
{
"name": "payment_terms",
"type": "text",
"instruction"... | [
{
"null": false,
"values": [
{
"text": "21 September 2026",
"start": 423,
"end": 440
}
]
},
{
"null": false,
"values": [
{
"text": "A-91585",
"start": 570,
"end": 577
}
]
},
{
"null": false,
"values": [
... | {"level": 1, "state_seed": 2917326104, "family": "invoice"} | 1 |
business_document_extraction:train:105 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Deliver by: 23 May 2026
Approved by: Grace Dubois
Go... | [
{
"name": "unit_price",
"type": "text",
"instruction": "What is the unit price on 2 April 2025?"
},
{
"name": "ship_to",
"type": "text",
"instruction": "The delivery address in force on 17 September 2025."
},
{
"name": "po_number",
"type": "text",
"instruction": "What is ... | [
{
"null": false,
"values": [
{
"text": "£76.00",
"start": 553,
"end": 559
}
]
},
{
"null": false,
"values": [
{
"text": "162 Mill Lane, Tunis",
"start": 637,
"end": 657
}
]
},
{
"null": false,
"values": [... | {"level": 2, "state_seed": 3173494268, "family": "purchase_order"} | 2 |
business_document_extraction:train:53 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Policyholder: Sami Kowalski
Deductible: ... | [
{
"name": "policy_number",
"type": "text",
"instruction": "What is the policy number on 2 May 2025?"
},
{
"name": "policyholder",
"type": "text",
"instruction": "What is the policyholder on 1 May 2025?"
},
{
"name": "insurer",
"type": "text",
"instruction": "The insurer a... | [
{
"null": false,
"values": [
{
"text": "T-70449",
"start": 877,
"end": 884
}
]
},
{
"null": false,
"values": [
{
"text": "Sami Kowalski",
"start": 294,
"end": 307
}
]
},
{
"null": false,
"values": [
... | {"level": 3, "state_seed": 1336750866, "family": "insurance_policy"} | 3 |
business_document_extraction:train:67 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Setup fee: £4,806.13
Neither party may assig... | [
{
"name": "provider",
"type": "text",
"instruction": "What is the service provider on 28 October 2025?"
},
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period as of 4 March 2026."
},
{
"name": "start_date",
"type": "text",
"instruction... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "6 October 2025",
"start": 724,
"end": 738
}
]
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
... | {"level": 4, "state_seed": 1011429640, "family": "service_contract"} | 4 |
business_document_extraction:train:87 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Total due: $6,134.60
Due date: 10 November 2026
Ple... | [
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms in force on 26 April 2026."
},
{
"name": "hourly_rate",
"type": "text",
"instruction": "The hourly consulting rate as of 13 November 2025."
}
] | [
{
"null": false,
"values": [
{
"text": "Net 30",
"start": 517,
"end": 523
}
]
},
{
"null": true,
"values": []
}
] | {"level": 0, "state_seed": 2516342688, "family": "invoice"} | 0 |
business_document_extraction:train:126 | business_document_extraction | train | PURCHASE ORDER
Order of precedence: a numbered change prevails over the printed text and over any change with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Goods inspected on receipt.
Carrier: Lumen Textiles
... | [
{
"name": "supplier",
"type": "text",
"instruction": "The supplier in force on 1 May 2025."
},
{
"name": "ship_to",
"type": "text",
"instruction": "What is the delivery address on 1 May 2025?"
},
{
"name": "requester",
"type": "text",
"instruction": "The requester as of 1... | [
{
"null": false,
"values": [
{
"text": "Arcadia Health",
"start": 330,
"end": 344
}
]
},
{
"null": false,
"values": [
{
"text": "69 Via Roma, Osaka",
"start": 449,
"end": 467
}
]
},
{
"null": false,
"valu... | {"level": 1, "state_seed": 3017492196, "family": "purchase_order"} | 1 |
business_document_extraction:train:117 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Start of services: see Schedule A.
Confident... | [
{
"name": "notice_period",
"type": "text",
"instruction": "The termination notice period as of 13 March 2027. Answer null if there is none."
},
{
"name": "provider",
"type": "text",
"instruction": "What is the service provider on 22 April 2027?"
},
{
"name": "late_fee",
"type... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "£238.00",
"start": 545,
"end": 552
}
]
},
{
"null": false,
"values": [
{
"text": "2 May 2025",
"start": 65... | {"level": 2, "state_seed": 3215363416, "family": "service_contract"} | 2 |
business_document_extraction:train:57 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Bank transfer only; no cheques.
Consulting rate: se... | [
{
"name": "total_due",
"type": "text",
"instruction": "The total due as of 1 April 2025."
},
{
"name": "due_date",
"type": "text",
"instruction": "The payment due date as of 26 February 2026."
},
{
"name": "billing_address",
"type": "text",
"instruction": "The billing add... | [
{
"null": false,
"values": [
{
"text": "£5,425.42",
"start": 653,
"end": 662
}
]
},
{
"null": false,
"values": [
{
"text": "5 June 2026",
"start": 547,
"end": 558
}
]
},
{
"null": false,
"values": [
... | {"level": 3, "state_seed": 1966851885, "family": "invoice"} | 3 |
business_document_extraction:train:84 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Subtotal (excl. VAT): $3,519.22
Please quote the in... | [
{
"name": "billing_address",
"type": "text",
"instruction": "What is the billing address on 5 July 2025?"
},
{
"name": "vendor",
"type": "text",
"instruction": "The vendor as of 3 January 2027."
},
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment ter... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "$589.00",
"start": 523,
"end": 530
}
]
},
{
"null": true,
"values": []
},
{
... | {"level": 4, "state_seed": 2996463060, "family": "invoice"} | 4 |
business_document_extraction:train:94 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Late payment fee: €367.00
Setup fee: €2,235.... | [
{
"name": "late_fee",
"type": "text",
"instruction": "What is the late payment fee on 2 February 2025?"
},
{
"name": "monthly_fee",
"type": "text",
"instruction": "The monthly fee as of 1 February 2025. Answer null if there is none."
}
] | [
{
"null": false,
"values": [
{
"text": "€367.00",
"start": 294,
"end": 301
}
]
},
{
"null": false,
"values": [
{
"text": "€345.00",
"start": 403,
"end": 410
}
]
}
] | {"level": 0, "state_seed": 1566440519, "family": "service_contract"} | 0 |
business_document_extraction:train:130 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Billing address: 70 Calle Mayor, Lima
Total due: $4... | [
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms in force on 6 January 2027."
},
{
"name": "total_due",
"type": "text",
"instruction": "The total due in force on 1 July 2025."
},
{
"name": "billing_address",
"type": "text",
"instruction": "The ... | [
{
"null": false,
"values": [
{
"text": "Net 45",
"start": 594,
"end": 600
}
]
},
{
"null": false,
"values": [
{
"text": "$4,951.99",
"start": 318,
"end": 327
}
]
},
{
"null": false,
"values": [
{
... | {"level": 1, "state_seed": 2714581742, "family": "invoice"} | 1 |
business_document_extraction:train:118 | business_document_extraction | train | SERVICE CONTRACT
Order of precedence: a numbered amendment prevails over the printed text and over any amendment with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Termination notice: see Schedule A.
The Prov... | [
{
"name": "monthly_fee",
"type": "text",
"instruction": "The monthly fee in force on 1 June 2025."
},
{
"name": "client",
"type": "text",
"instruction": "The client that applies on 1 June 2025."
},
{
"name": "provider",
"type": "text",
"instruction": "What is the service ... | [
{
"null": false,
"values": [
{
"text": "£702.00",
"start": 710,
"end": 717
}
]
},
{
"null": false,
"values": [
{
"text": "Quillon Bank",
"start": 416,
"end": 428
}
]
},
{
"null": false,
"values": [
... | {"level": 2, "state_seed": 1079685367, "family": "service_contract"} | 2 |
business_document_extraction:train:61 | business_document_extraction | train | INVOICE
Order of precedence: a numbered correction prevails over the printed text and over any correction with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Previous invoice: K-55903
Deliver to: 160 Elm Stree... | [
{
"name": "payment_terms",
"type": "text",
"instruction": "The payment terms as of 13 April 2025."
},
{
"name": "total_due",
"type": "text",
"instruction": "What is the total due on 25 January 2026?"
},
{
"name": "billing_address",
"type": "text",
"instruction": "The bill... | [
{
"null": true,
"values": []
},
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "78 Harbour Road, Perth",
"start": 346,
"end": 368
}
]
},
{
"null": false,
"values": [
{
"text": "11 January 2025",... | {"level": 3, "state_seed": 2870486013, "family": "invoice"} | 3 |
business_document_extraction:train:86 | business_document_extraction | train | INSURANCE POLICY
Order of precedence: a numbered endorsement prevails over the printed text and over any endorsement with a lower number, from its effective date until its end date if it has one; dated ranges are inclusive. "See Schedule X" means the value stated in Schedule X.
Cancellation notice: see Schedule C.
Adm... | [
{
"name": "insurer",
"type": "text",
"instruction": "The insurer as of 16 April 2026. Answer null if there is none."
},
{
"name": "policy_number",
"type": "text",
"instruction": "The policy number as of 29 June 2026. Answer null if there is none."
},
{
"name": "cancellation_notic... | [
{
"null": true,
"values": []
},
{
"null": false,
"values": [
{
"text": "K-77539",
"start": 1443,
"end": 1450
}
]
},
{
"null": false,
"values": [
{
"text": "30 days",
"start": 1005,
"end": 1012
}
]
},
... | {"level": 4, "state_seed": 1053372326, "family": "insurance_policy"} | 4 |
End of preview. Expand in Data Studio
procedural-extraction
Procedurally generated extraction requests: one text and several typed fields to fill from it in one pass, as
extraction models (e.g. Cloudflare's Clairic) are asked. Each field is text (one span) or list (every
matching span) and is answered with character spans of the text or null. Answers are computed by construction,
so spans are exact and labels noise-free (each generator samples a latent structure, such as a fact store,
a merged configuration tree or a DOM, and a solver computes the answer; independent readers of the rendered
texts recompute every answer in reasoning-core's tests); nulls are earned (the text mentions a negated, proposed, former or
other entity's value, not nothing). The tasks are generated by
reasoning-core (commit 388d64a, see
provenance.json) and are a procedural component of the extraction config of
tasksource-jev-typed-decisions.
| config | what is extracted |
|---|---|
record_field_extraction |
A person's city, employer, job title, phone, email and birth date, from prose about several people with near-miss names; negated, former, hoped-for and relatives' values as confusers; "same city/company as X" chains |
state_update_extraction |
The value in force (or before the last change) of plan slots, from a timestamped chat of statements, proposals approved/rejected/pending, corrections and undos, out of order from level 2 |
conditional_list_extraction |
Every order id or product meeting conjunctive, negated or numeric conditions after later updates, or the heaviest such order; prose, bullets or a table |
log_query_extraction |
Every request id or user of log lines matching filters on level, exact service (auth vs auth-proxy), status, latency and user, or the latest/slowest match; plain, logfmt or JSON lines |
typed_mention_extraction |
Named-entity style: every mention of each requested type, where one name (Jordan) is a person, place, organization or product by context; companies by a defined current role among former and unrelated relations; codes by a stated format among near-miss strings |
business_document_extraction |
The value in force on a date in an invoice, purchase order, contract or insurance policy: numbered amendments override printed values and each other, dated windows, schedule references that chain, asked keys left out while their near-miss key is stated (subtotal vs total) |
nested_structure_extraction |
Path, any-depth and predicate-filter queries on a JSON, YAML or XML configuration whose override layers deep-merge or replace whole blocks |
html_extraction |
Fields of the main item in raw HTML: scope (nested and related item cards), visibility (hidden, template, struck prices), dt/dd, label-for, attributes and spec tables with rowspan/colspan |
date_range_extraction |
Every invoice, shipment, contract or ticket whose date of one role (issued vs due) falls in a range, before/after a date, in a month or on a weekday, or the earliest/latest; dates ISO, worded, day/month or month/day numeric under a stated section convention, year-less under a stated year, or relative to another record |
spec_match_extraction |
Every laptop, e-bike or monitor meeting conjunctive spec requirements, or the best such one; specs and thresholds in mixed exact units (g/kg, GB/TB, min/h, Wh/kWh, in/cm) and a stated number convention (1.234,5), near-miss products failing one requirement, unstated specs not qualifying |
lookalike_field_extraction |
Fields asked by role (issue vs delivery date, subtotal vs tax, sender vs approver, order vs tracking number, billing vs return address, phones, weights, durations) from a form, sections, table, prose, email, log or YAML-like record; an asked role that is not stated is null although same-typed values of other roles are, or shows a placeholder (pending, N/A); a conditional or policy value of the role (a late fee that may apply) is not the answer |
structure_lookup_extraction |
A value by its place: a section path (Billing > Contact > Phone) in an outline whose labels recur under other sections, or a cell of one of several same-column tables picked by row and column, a condition on another column or a row position; Markdown, ASCII, CSV, aligned or transposed tables; null when the place exists only elsewhere or the cell is empty |
relational_span_extraction |
Every mention of an event's direct or indirect causes or effects in a narrative with temporal-only and ruled-out look-alikes, or of what follows from facts and if-then rules (some conjunctive), what triggers an event and what it triggers |
Levels 0 to 4 are drawn uniformly; level is a column. Mean per-field score by level (0 / 1 / 2 / 3 / 4):
| config | train | validation | test | DeepSeek-v4-flash | GLiNER-large |
|---|---|---|---|---|---|
record_field_extraction |
10,000 | 500 | 500 | 1.00 / 0.96 / 0.81 / 0.72 / 0.62 | 0.80 / 0.59 / 0.36 / 0.45 / 0.38 |
state_update_extraction |
10,000 | 500 | 500 | 0.84 / 0.76 / 0.77 / 0.68 / 0.51 | 0.58 / 0.46 / 0.37 / 0.36 / 0.29 |
conditional_list_extraction |
10,000 | 500 | 500 | 0.88 / 0.79 / 0.70 / 0.64 / 0.52 | 0.29 / 0.17 / 0.12 / 0.05 / 0.10 |
log_query_extraction |
10,000 | 500 | 500 | 0.86 / 0.76 / 0.68 / 0.63 / 0.59 | 0.31 / 0.16 / 0.09 / 0.24 / 0.15 |
typed_mention_extraction |
10,000 | 500 | 500 | 0.85 / 0.80 / 0.79 / 0.69 / 0.66 | 0.40 / 0.42 / 0.49 / 0.34 / 0.39 |
business_document_extraction |
10,000 | 500 | 500 | 0.70 / 0.77 / 0.76 / 0.81 / 0.75 | 0.53 / 0.49 / 0.45 / 0.40 / 0.30 |
nested_structure_extraction |
10,000 | 500 | 500 | 0.93 / 0.88 / 0.94 / 0.86 / 0.86 | 0.18 / 0.20 / 0.20 / 0.20 / 0.18 |
html_extraction |
10,000 | 500 | 500 | 0.98 / 0.96 / 0.94 / 0.98 / 0.90 | 0.35 / 0.31 / 0.30 / 0.27 / 0.39 |
date_range_extraction |
10,000 | 500 | 500 | 0.75 / 0.62 / 0.60 / 0.44 / 0.44 | 0.16 / 0.03 / 0.03 / 0.00 / 0.02 |
spec_match_extraction |
10,000 | 500 | 500 | 0.81 / 0.53 / 0.27 / 0.25 / 0.17 | 0.11 / 0.08 / 0.04 / 0.03 / 0.04 |
lookalike_field_extraction |
10,000 | 500 | 500 | 0.93 / 0.96 / 0.89 / 0.85 / 0.80 | 0.37 / 0.35 / 0.23 / 0.22 / 0.09 |
structure_lookup_extraction |
10,000 | 500 | 500 | 1.00 / 0.99 / 0.97 / 0.97 / 0.91 | 0.27 / 0.12 / 0.07 / 0.07 / 0.09 |
relational_span_extraction |
10,000 | 500 | 500 | 0.83 / 0.85 / 0.85 / 0.84 / 0.73 | 0.16 / 0.11 / 0.09 / 0.07 / 0.07 |
Schema
state (the text), fields ([{name, type, instruction}]), answers (one per field: {null, values: [{text, start, end}]}, state[start:end] == text), metadata (JSON: level, state seed), level.
Citation
If you use tasksource, its standardized task annotations, or datasets derived from them in published research, please cite the tasksource paper (Sileo, LREC-COLING 2024). The procedural data is generated with Reasoning Core; please also cite the Reasoning Core paper (Sileo et al., 2026).
@inproceedings{sileo-2024-tasksource,
title = "tasksource: A Large Collection of {NLP} tasks with a Structured Dataset Preprocessing Framework",
author = "Sileo, Damien",
booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)",
month = may,
year = "2024",
address = "Torino, Italia",
publisher = "ELRA and ICCL",
url = "https://aclanthology.org/2024.lrec-main.1361",
doi = "10.63317/2h4pkr685mkq",
pages = "15655--15684",
}
@article{sileo2026reasoning,
title={Reasoning Core: Designing Broad Procedural Data for Completion-Supervised Reasoning Training},
author={Sileo, Damien and Lacombe, Valentin and Kachler, Dimitri},
journal={arXiv preprint arXiv:2608.05148},
year={2026},
url={https://arxiv.org/abs/2608.05148}
}
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