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README.md
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---
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license: other
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license_name: weft-research
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pretty_name: Weft Script-Lineage (synthetic + negative-result evidence)
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tags:
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- data-lineage
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- etl
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- synthetic
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- negative-result
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language:
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- en
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---
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# weft-script-lineage — synthetic training data + negative-result evidence
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Companion data for the model [wallfacers/weft-lineage-extractor-1.5b](https://huggingface.co/wallfacers/weft-lineage-extractor-1.5b),
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a **research artifact** demonstrating that synthetic-only training induces a **memorization
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leak** in small models for ETL table-lineage extraction.
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## Contents
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- `train.jsonl` / `heldout.jsonl` — 10,000 + 600 **synthetic** ETL scripts with table-lineage
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labels (Python/Shell). `out-jvm/` adds the Scala/Java-augmented variant.
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- `reports/` — the frozen evaluation evidence:
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- `eval-report-v2.md` — synthetic held-out (near-perfect, the misleading number).
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- `eval-real.md` / `eval-real-jvm.md` — four-way comparison on **real** GitHub scripts.
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- `leak-report.md` / `leak-report-jvm.md` — memorization-leak quantification.
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- `leak-curve.md` — leak vs. model scale (0.5B/1.5B/3B).
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- `paper-negative-result-findings.md` — the full write-up.
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- `ADJUDICATION.md` — the human-gold labeling convention (Convention A) + provenance.
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## Note on real scripts
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The **real-evaluation gold** (`realeval/gold/*.jsonl`) contains third-party GitHub script
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content and is **not** included here by default (license/redistribution care). It is uploaded
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only when the publisher passes `--include-real-gold` after license review.
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