Time and Money in LLM-Generated Code: Benchmark Protocol v1 (Pre-registration)

Frozen protocol of the benchmark "Time and Money in LLM-Generated Code", deposited before the main experiments. No benchmark task was sent to any model before this deposit; the pilot used four separate pilot tasks.Contents: 20 task specifications with decided-case tables, prompt templates (C0, C1, C2, T), two reference implementations (Python, TypeScript), test sets (examples, boundary, property, mutated, generic PBT), mutants, the model list with pinned providers and sampling settings, the analysis plan, sandbox runner code, and deviations from the draft (DEVIATIONS.md). MANIFEST.json lists the SHA-256 of every file and the git commit.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-04
DOI
https://doi.org/10.5281/zenodo.23965238
Primary Topic
Software Engineering Research
Type
article
Field-Weighted Citation Impact
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article

Time and Money in LLM-Generated Code: Benchmark Protocol v1 (Pre-registration)

Violetta Pidvolotska
Zenodo (CERN European Organization for Nuclear Research)
Software Engineering Research
article

Time and Money in LLM-Generated Code: Benchmark Protocol v1 (Pre-registration)

Violetta Pidvolotska
article en

Abstract

Frozen protocol of the benchmark "Time and Money in LLM-Generated Code", deposited before the main experiments. No benchmark task was sent to any model before this deposit; the pilot used four separate pilot tasks.Contents: 20 task specifications with decided-case tables, prompt templates (C0, C1, C2, T), two reference implementations (Python, TypeScript), test sets (examples, boundary, property, mutated, generic PBT), mutants, the model list with pinned providers and sampling settings, the analysis plan, sandbox runner code, and deviations from the draft (DEVIATIONS.md). MANIFEST.json lists the SHA-256 of every file and the git commit.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 10%
Software Engineering Research
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