Keeping AI Code Assistants Up-to-Date

Keeping AI Code Assistants Up-to-Date

A new benchmark for evaluating how LLMs adapt to API changes

CodeUpdateArena introduces the first benchmark for evaluating how code-generating AI models can update their knowledge when APIs evolve.

  • Tests LLMs' ability to incorporate new programming API information
  • Measures knowledge editing effectiveness across different programming languages
  • Evaluates both traditional fine-tuning and newer knowledge editing techniques

This research addresses a critical engineering challenge: as software libraries constantly change, AI code assistants must stay current with the latest API specifications to remain reliable development tools.

CodeUpdateArena: Benchmarking Knowledge Editing on API Updates

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