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Efficiency is the robust finding: open-weight models occupy the quality-efficiency Pareto frontier in every configuration tested, and no frontier model is Pareto-optimal; no frontier model is Pareto-optimal.
Large language models (LLMs) increasingly repair software vulnerabilities, but most evaluations judge only similarity to a developer fix or removal of the weakness, leaving no single judge trustworthy.
Measurement harness and results for the paper: Open or Frontier? A Cost- and Energy-Aware Benchmark of Large Language Models for Software Vulnerability Detection Patrick Deininger and Wolfgang Slany. Submitted to MDPI Computers.
Replication package (revised version) for Valid but Not Always Runnable: An Open, Reproducible Benchmark of Large Language Models Drafting Gherkin Scenarios Patrick Deininger (Graz University of Technology; FH JOANNEUM) and Wolfgang Slany (Graz University of Technology).Revised submission to *AI* (MDPI). Concept DOI (a...
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