Testing Generative Engineering Representations: A Protocol and Worked Experiment for Minimal Stem Sets in Abstract Structural Synthesis

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Authors: James Michael Barlow
Cited by: 7
References: 1

Abstract

Protocol and complete executable research object establishing the experimental tractability, rather than general validity, of compact engineering representations (“stems”) in abstract structural synthesis. Two open-weight four-bit constructor strata received all eight subsets of three candidate stems across four development and four held-out-labelled goal families. The deposit includes a deterministic evaluator, eleven calibration fixtures, the exact 384-packet plan, model and runtime configurations, every captured response and extracted structure, 10,176 predicate observations, descriptive analysis, figures, notebooks, and prepared output-language and stem-form follow-ups. All scheduled principal runs were collected, but no run met the conjunctive structural-adequacy endpoint. The object also contains a separately frozen 96-run post hoc capability control using the same Qwen3-8B revision on a reduced single-authority problem. All 48 held-out control responses passed the output contract; compact-stem and direct-checklist conditions each reached 12/12 adequacy, compared with 6/12 under neutral and deliberately corrupted guidance. The principal treatment contrasts are exploratory because calibration exposed packets assigned to the held-out set, and the control is a task-relative calibration rather than a confirmatory reinterpretation of the principal null result. A further 192-run post hoc powerset divides the successful authority guidance into three fixed candidate components. D1+D3 is the unique sufficient held-out minimum, but the complete set is not sufficient because D2 introduces paired regressions. The deposit therefore reports a minimal basis and interference rather than strict distillation from a successful whole. The archive preserves the limitations and the complete evidential chain.

Fields of Study & Subjects

Design Education and Practice Manufacturing Process and Optimization Embedded Systems Design Techniques

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
15 July 2026
Language
EN