XSearch achieves 15x gains on out-of-distribution code search benchmarks by replacing global embedding similarity with explicit concept-to-statement alignment.
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The authors introduce an evaluation suite for assessing LLMs on isolated greenfield Python programming tasks via natural language prompts.
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XSearch: Explainable Code Search via Concept-to-Code Alignment
XSearch achieves 15x gains on out-of-distribution code search benchmarks by replacing global embedding similarity with explicit concept-to-statement alignment.
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Vibe Coding Ate My Homework: An evaluation of AI approaches to greenfield software engineering and programming
The authors introduce an evaluation suite for assessing LLMs on isolated greenfield Python programming tasks via natural language prompts.