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Software . 2026
Data sources: ZENODO
ZENODO
Software . 2026
Data sources: Datacite
ZENODO
Software . 2026
Data sources: Datacite
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Specification Enrichment v28 (EISEJ submission) — Reference implementation and empirical evaluation

Authors: Malhotra, Suneet;

Specification Enrichment v28 (EISEJ submission) — Reference implementation and empirical evaluation

Abstract

v28 snapshot of the Specification Enrichment reference implementation + empirical evaluation, prepared for submission to e-Informatica Software Engineering Journal. Supersedes v1.0.0 / v2-precommit. The v28 manuscript restructures the empirical section so the prospectively-pinned visitor-kiosk multi-seed (§4.2) leads as the primary test of the structural coverage-expansion claim, with the retrospectively-seeded TodoMVC results demoted to supplementary illustration. Contains: ~1,200 lines of TypeScript reference implementation (enricher, meta-prompt, pipeline, judge, harness); offline stub provider + live anthropic + ollama provider adapters; LLM-as-judge evaluator with position-bias guard; multi-seed harness (count-matched, enhanced, threshold sweep, visitor-kiosk); audit protocol; all result JSONs under results/; v28 manuscript and EISEJ cover letter. Headline numbers (visitor-kiosk multi-seed, prospectively-pinned, claude-sonnet-4-6 at temperature 0, 3 seeds): Enriched-16 produces a coverage expansion in some implicit-failure-mode category that no count-matched or category-diversity-instructed baseline reaches — 3/3 seeds. Enriched-16 accepted-as-is rate is exactly 81.3% in every seed (range 0.0 pp); both baselines move 18.7 pp seed-to-seed. The enrichment stage itself is essentially deterministic at temperature 0 on this design. Pre-registration: N/A for this artefact; the contribution is a pipeline pattern + reference implementation rather than a pre-registered empirical study.

Keywords

implicit-constraint elicitation, LLM-augmented testing, empirical software engineering, Cohen's kappa, test oracle problem, specification enrichment, design-to-test pipelines, LLM-as-judge evaluation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average