caiotheodoro/suture-8b
Image-Text-to-Text • Updated • 13
Datasets:
task_id stringlengths 17 17 | seed int64 777 777 | binder dict | policy dict | image_binder_sha256 stringlengths 64 64 | image_policy_sha256 stringlengths 64 64 | expected dict | signature stringlengths 64 64 | difficulty float64 0 1 |
|---|---|---|---|---|---|---|---|---|
pol-777-363200777 | 777 | {
"named_insured": "BluePeak Retail Inc",
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"verdict": "FLAG",
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pol-777-689633416 | 777 | {
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"... | {
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pol-777-755548143 | 777 | {
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pol-777-104590862 | 777 | {
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pol-777-065638392 | 777 | {
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{
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pol-777-974203312 | 777 | {
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{
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pol-777-514357649 | 777 | {
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pol-777-349031640 | 777 | {
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pol-777-495462709 | 777 | {
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pol-777-727169995 | 777 | {
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pol-777-038859721 | 777 | {
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"... | {
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"deductible":... | f81e4100d2d2620449f7b2517906bc6dc2ee42e459fd67ae791dda754acbe7ae | 22a0ef3e2202306f8d95b2ef5abfdb91779874826ce47a82c635cf40153851ef | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "FORM_ADDED",
"severity": "LOW",
"field": "FORM.CG 21 47",
"underwriting_value": "not agreed",
"policy_value": "added",
"citation": "",
"correction": "remove unagreed form CG 21 47"
}
]
} | 35d16cb7382b2cbf2125c17c07e6ea26c9fa921fd4bb9bbef4c86f1d673367b3 | 0.02 |
pol-777-577813045 | 777 | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible":... | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
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"general_liability": {
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"deductible":... | 621d7de8a51c9b2f1fc5e4aefec9f4e40462dd78b53f328996131e4e190b41ce | 3012cbd6abeac5e4b219c6b091077378c15d320bf0be78de218141ae3e60fff0 | {
"verdict": "PASS",
"discrepancies": []
} | c3e4bbbfc89bff3a439be444d618ebcb9dc914bad1e9c82241346ea7796d80c3 | 0.73 |
pol-777-928807253 | 777 | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [
"Holding Corp"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 100000... | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [
"Holding Corp"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 100000... | a0ef9f1f7e337e46c35b0a4fd430924ba50160655edee3bd5ac45985fc69d3b3 | fdfd4f0bfbd0f514552710cebe801c3b9e327ed7338673f1ef07b775568533c5 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "PREMIUM_MISMATCH",
"severity": "MEDIUM",
"field": "PREMIUM",
"underwriting_value": "9200",
"policy_value": "10120",
"citation": "Declarations",
"correction": "charge the quoted premium"
},
{
"type": "LIMIT... | 5178dbf8414ee5bccc3cf6df320fc8fd0f013e9ccc4229cf5beeefb025d8b0db | 0.85 |
pol-777-573603541 | 777 | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Portside RE",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
... | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Portside RE",
"Riverside RE"
],
"effective_date": "2026-09-15T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
... | 0924444a1abc88a87eabed60a047523eb4b1827114fcef1b90cf977c044765be | 491e3691db586ee6074341748ac4d8f67b1d1b4af9491a0f71b17d0e23436e57 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "PERIOD_MISMATCH",
"severity": "HIGH",
"field": "PERIOD.EFFECTIVE",
"underwriting_value": "2026-09-01",
"policy_value": "2026-09-15",
"citation": "Declarations",
"correction": "match the agreed effective date"
}
]
... | c3765ba209e7b0924859321e651901e83190356ce57f11bcbac30b4cd83044c8 | 0.7 |
pol-777-721057941 | 777 | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [
"Portside RE",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"inland_marine": {... | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [
"Portside RE",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"inland_marine": {... | c7df50ad798657fcbab4f8c2c39ede02a6f2dce5e283a2eec74478f2328d71a6 | dd19c45ef67ae64dc5a50fd3be3b9caa28195a5ddf8eee2256978bd6b90da887 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "LIMIT_HIGHER",
"severity": "LOW",
"field": "COVERAGE.inland_marine.LIMIT",
"underwriting_value": "100000",
"policy_value": "120000",
"citation": "",
"correction": "issue the agreed inland_marine limit"
},
{
... | 103a3374360e1e12b9bcd1c6ad07d91b72b2a849782ba964f975cf1c04f83cac | 0.45 |
pol-777-391546347 | 777 | {
"named_insured": "Northwind Manufacturing",
"additional_insureds": [
"Holding Corp",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability":... | {
"named_insured": "Northwind Manufacturing",
"additional_insureds": [
"Holding Corp",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability":... | dd0e70497f2d94c503f5adad4dc7813b5c0e39087cc988f704fb05e697e3e036 | 435cdcc87694e45f00839cecb9f5987e5036bbc0e8cadd6c1226cd0e203aac81 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "FORM_ADDED",
"severity": "LOW",
"field": "FORM.CP 10 20",
"underwriting_value": "not agreed",
"policy_value": "added",
"citation": "",
"correction": "remove unagreed form CP 10 20"
}
]
} | fb6c2549a6c0719744c4ffeda3c6ad15180ae56c7ebdab41587c8387315ffb34 | 0.67 |
pol-777-050698358 | 777 | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000... | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 237500,
"deductible": 1000
},
"general_liability": {
"limit": 1000... | b4890dd97c822c4ab3a9adc7d17921f4e4cf7b461e792a19690119a764af0113 | 9a50ac597762943f2bf25a30d8e0b3e8b82fae0d21cde0be832572ba3f02fc01 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "LIMIT_LOWER",
"severity": "MEDIUM",
"field": "COVERAGE.property.LIMIT",
"underwriting_value": "250000",
"policy_value": "237500",
"citation": "",
"correction": "issue the agreed property limit"
}
]
} | 874fe0cd708bf9eb3b03274388eb568240569e7229b014963ce3da101ca5908f | 0.86 |
pol-777-048844783 | 777 | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible":... | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [],
"effective_date": "2026-09-15T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible":... | 0e699b9b9c81f100a77f29469583169380adfdb4a4adbd6a05d5ff3c431d91bd | 77034763409970ca323c72513ad1b217e17c47a6c9cf8a893d58a2546dc5b51b | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "PERIOD_MISMATCH",
"severity": "HIGH",
"field": "PERIOD.EFFECTIVE",
"underwriting_value": "2026-09-01",
"policy_value": "2026-09-15",
"citation": "Declarations",
"correction": "match the agreed effective date"
}
]
... | 5aef9818b1a69c5d2423306c1592cca88bd54cc6df86e4970b029fc3a5fc3031 | 0.74 |
pol-777-496501994 | 777 | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"inland_marine": {
"limit": 100... | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"inland_marine": {
"limit": 120... | a41b862fc1bc8a6e2411a4e292de6cc31deddc5ed7374dc9e8c8b364fce1a4f0 | c242f803fe1904277ec49fc8da28ce428eef1e85af3c628f093bbfc2d49fae1a | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "LIMIT_HIGHER",
"severity": "LOW",
"field": "COVERAGE.inland_marine.LIMIT",
"underwriting_value": "100000",
"policy_value": "120000",
"citation": "",
"correction": "issue the agreed inland_marine limit"
}
]
} | 13d4719ff23af5034c177dee4abda593acf24818935235d8b7cb7eac3e694854 | 0.02 |
pol-777-047753261 | 777 | {
"named_insured": "Northwind Manufacturing",
"additional_insureds": [
"Holding Corp",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"auto": {
"lim... | {
"named_insured": "Northwind Manufacturing",
"additional_insureds": [
"Holding Corp",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"auto": {
"lim... | 4eb20211a603d14174c10fd40997e370eed94370d85d8662d0deac7674a2f587 | 45b245932c38b4eb845d659d69757a7c27c8954234711c6e76541c522131e571 | {
"verdict": "PASS",
"discrepancies": []
} | ccc1b5087a6940fd0130662890ed68a999d30839c215569ec62f0b3cc660dfcd | 0.31 |
pol-777-877501700 | 777 | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
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"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible... | {
"named_insured": "Acme Distribution LLC",
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"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
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},
"general_liability": {
"limit": 1000000,
"deductible... | 113057014f16bb3dbd5d989fb9f2418b0aa1e53c93953d0e8932540604471cda | a9289ee399335b02a7d41edc5e20def6981584f60318ead1b64665f385cd1f88 | {
"verdict": "PASS",
"discrepancies": []
} | 0cfbdfb0bd7ba2c71acce90f2757bfaf93732a4dd5ccf99dcafe6f3804648f86 | 0.3 |
pol-777-234991913 | 777 | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Holding Corp",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {... | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Holding Corp",
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"auto": {
... | 06aad84c3318a66264c89286e34134275da9c6314929d178e9d7e1c2de3699bc | 2c92e11c34d97a71fe0805d1df43f2b107788f9461e2fb040ac2f93aa76abfcc | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "COVERAGE_MISSING",
"severity": "HIGH",
"field": "COVERAGE.property",
"underwriting_value": "agreed",
"policy_value": "missing",
"citation": "Declarations / Coverage Schedule",
"correction": "issue coverage property"
... | 0f75856ec7dead8fd2edef49827dd6a62052c8e74ae52f93ddd61fb9560299ca | 0.9 |
pol-777-765100990 | 777 | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000... | {
"named_insured": "Acme Distribution LLC",
"additional_insureds": [
"Riverside RE"
],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000... | 5d5e8f1520df17d1a9826eb0c08ad86f1e6b3c0652da29fcd08728cb0973032d | cbf5535e7250e35b475e6cd02a9bc8ed1910ee7ca7a35c7fc5ef259cb91f92f6 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "LIMIT_LOWER",
"severity": "MEDIUM",
"field": "COVERAGE.inland_marine.LIMIT",
"underwriting_value": "100000",
"policy_value": "95000",
"citation": "",
"correction": "issue the agreed inland_marine limit"
}
]
} | 3bf77bb58d6df7012695090c635116190274e82acd08f9bebe3318f8a702a3ee | 0.93 |
pol-777-904184530 | 777 | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible":... | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"auto": {
"limit": 500000,
"deductible": 500
... | f632eaf6c2d730a5549e7451ffdbda6679e69b0bbe0ad1d3da88d0f17dbc4948 | a0c703e858f79a4ab76aba35d7aa9231e6a57eae9d125f76ea153f1120485554 | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "COVERAGE_MISSING",
"severity": "HIGH",
"field": "COVERAGE.property",
"underwriting_value": "agreed",
"policy_value": "missing",
"citation": "Declarations / Coverage Schedule",
"correction": "issue coverage property"
... | 7ad9e1b946328df99689736122d5fced15df7ae1670acf98f25973c9f8be11f9 | 0.13 |
pol-777-617900220 | 777 | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"inland_marine": {
"limit": 100000,
"deductible... | {
"named_insured": "Harbor Logistics Co",
"additional_insureds": [],
"effective_date": "2026-09-15T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"general_liability": {
"limit": 1000000,
"deductible": 0
},
"inland_marine": {
"limit": 100000,
"deductible... | 45a7877830a0ff3d06a1b8892ce21f0ad1350c5d77354960ea1910fb98840434 | 4d918c289ae86742f3d754c6c9dcb4ceabfc5582230f496894442298b06ec14e | {
"verdict": "FLAG",
"discrepancies": [
{
"type": "PERIOD_MISMATCH",
"severity": "HIGH",
"field": "PERIOD.EFFECTIVE",
"underwriting_value": "2026-09-01",
"policy_value": "2026-09-15",
"citation": "Declarations",
"correction": "match the agreed effective date"
},
... | fb749491e3c31c25c696124e47f6f4372590787afd24177f8af692359a9e73dc | 0.2 |
pol-777-424732806 | 777 | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible":... | {
"named_insured": "BluePeak Retail Inc",
"additional_insureds": [],
"effective_date": "2026-09-01T00:00:00",
"expiration_date": "2027-09-01T00:00:00",
"coverages": {
"property": {
"limit": 250000,
"deductible": 1000
},
"general_liability": {
"limit": 1000000,
"deductible":... | b66414c186db5d0394f2fbf0fba450a5b5efb0b7e2cf33affcf094c01df691b1 | 015d5b9f27b43137288e298d58b547d7932930f78f4b1194e45299bd8c81d606 | {
"verdict": "PASS",
"discrepancies": []
} | 63415bc2e705b470c4b6d63bb5ce0b7180cfe40f2e0312f34ab58c264285ecc9 | 0.42 |
End of preview. Expand in Data Studio
Suture
Gold tasks for policy-issuance QC: a structured underwriting binder, a structured issued policy, and the exact discrepancy set. Images are not stored. Re-render with suture_forge.generate.render_doc from the GitHub repo.
Paper and adapter: caiotheodoro/suture · caiotheodoro/suture-8b. Predictions on this gold: caiotheodoro/suture-evals.
Splits
| Config | Seed | n | What |
|---|---|---|---|
benchmark |
777 | 1000 | Contracted held-out set. Never in train. |
validation |
7 holdout | 80 | Val. Optimistic vs 777; DEDUCTIBLE_HIGHER gold n=0. |
train |
7+11+13+17+19+23 | 5120 | Published SFT mix (train_dedhi). |
train_seed7 |
7 | 320 | Official stratified split, no class boost. |
Leakprobe vs val and vs benchmark is 0. Signature = SHA-256 over sorted ground-truth fields. Build refuses overlap > 0.
Row schema
Each line is a Task: task_id, seed, binder, policy, image_*_sha256, expected (PASS/FLAG + discrepancies), signature, difficulty. Taxonomy and weights: repo CONTRACTS.md (13 classes).
Render
from datasets import load_dataset
from suture_forge.schema import Binder, Policy
from suture_forge.generate import render_doc
row = load_dataset("caiotheodoro/suture", "benchmark", split="train")[0]
png = render_doc(Binder.model_validate(row["binder"]), "BINDER",
row["difficulty"], row["task_id"])
Linux vs macOS raster can differ (SHA mismatch). Labels do not. Eval in the project re-renders on the GPU host.
License / use
Apache-2.0. Synthetic ACORD-style pages, not real submissions. Form numbers are public ISO ids. Do not treat this as a carrier document corpus.
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Models trained or fine-tuned on caiotheodoro/suture