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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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+
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+ # weft-script-lineage — synthetic training data + negative-result evidence
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+
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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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+
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+ ## Contents
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+
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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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+
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+ ## Note on real scripts
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+
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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.