| --- |
| license: apache-2.0 |
| task_categories: |
| - image-text-to-text |
| language: |
| - en |
| pretty_name: Suture |
| tags: |
| - insurance |
| - document-qc |
| - policy-issuance |
| - synthetic |
| - verifier-as-oracle |
| configs: |
| - config_name: benchmark |
| data_files: data/benchmark.jsonl |
| - config_name: validation |
| data_files: data/validation.jsonl |
| - config_name: train |
| data_files: data/train.jsonl |
| - config_name: train_seed7 |
| data_files: data/train_seed7.jsonl |
| --- |
| |
| # 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](https://github.com/caiotheodoro/suture) · [`caiotheodoro/suture-8b`](https://huggingface.co/caiotheodoro/suture-8b). Predictions on this gold: [`caiotheodoro/suture-evals`](https://huggingface.co/datasets/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 |
|
|
| ```python |
| 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. |
|
|
