Datasets:

wallfacers
/

weft-script-lineage-synth

license: other
license_name: weft-research
pretty_name: Weft Script-Lineage (synthetic + negative-result evidence)
tags:
  - data-lineage
  - etl
  - synthetic
  - negative-result
language:
  - en

weft-script-lineage — synthetic training data + negative-result evidence

Companion data for the model wallfacers/weft-lineage-extractor-1.5b, a research artifact demonstrating that synthetic-only training induces a memorization leak in small models for ETL table-lineage extraction.

train.jsonl / heldout.jsonl — 10,000 + 600 synthetic ETL scripts with table-lineage labels (Python/Shell). out-jvm/ adds the Scala/Java-augmented variant.
reports/ — the frozen evaluation evidence:
- eval-report-v2.md — synthetic held-out (near-perfect, the misleading number).
- eval-real.md / eval-real-jvm.md — four-way comparison on real GitHub scripts.
- leak-report.md / leak-report-jvm.md — memorization-leak quantification.
- leak-curve.md — leak vs. model scale (0.5B/1.5B/3B).
- paper-negative-result-findings.md — the full write-up.
- ADJUDICATION.md — the human-gold labeling convention (Convention A) + provenance.

Note on real scripts

The real-evaluation gold (realeval/gold/*.jsonl) contains third-party GitHub script content and is not included here by default (license/redistribution care). It is uploaded only when the publisher passes --include-real-gold after license review.

weft-script-lineage — synthetic training data + negative-result evidence

Contents

Note on real scripts