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Token Signatures of Code: Comparing Coding Behaviors Across Large Language Models

Wang, Junpeng et al.
arXiv (All) · Papers
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computation-and-languagesoftware-engineering
The evaluation of large language models (LLMs) on coding tasks has primarily focused on performance metrics such as pass@k. As LLMs continue to advance, many models now meet baseline performance requirements, reducing the discriminative power of performance-based evaluation alone. Yet a key question
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