LLM-Based Agent Automates Software Artifact Evaluation with High Agreement

Jul 15, 2026

Researchers introduce ArtifactGuide, a structured rubric for software artifact evaluation, and ArtifactCopilot, an LLM-based agent that automates the evaluation process. In tests on 60 real software artifacts, ArtifactCopilot achieved 70.56% badge-level agreement with human reviewers, outperforming baseline prompt-based approaches. A user study with 8 experienced researchers found that ArtifactCopilot's reports improved reviewer confidence and helped locate supporting evidence.

Why it matters: This work demonstrates a significant advance in automating software artifact evaluation, potentially reducing reviewer workload and improving consistency in the review process.

Full story at: arXiv Software Engineering ↗