The same behavioral signals in LLM-based software engineering agents correlate with task success in opposite directions across different frameworks, with framework identity explaining more variance than the underlying LLM.
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cs.SE 2years
2026 2representative citing papers
Survey of 282 professionals shows training mandatoriness dominates perceptions of corporate SE education quality, with minimal influence from sociodemographic variables.
citing papers explorer
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Same Signal, Different Semantics: A Cross-Framework Behavioral Analysis of Software Engineering Agents
The same behavioral signals in LLM-based software engineering agents correlate with task success in opposite directions across different frameworks, with framework identity explaining more variance than the underlying LLM.
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It's Not About Whom You Train: An Analysis of Corporate Education in Software Engineering
Survey of 282 professionals shows training mandatoriness dominates perceptions of corporate SE education quality, with minimal influence from sociodemographic variables.