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Newer LLMs may ace build tasks, but they struggle with delivering correct app behaviors, especially when specifications are involved.
LLM agents can restore compatibility in over 60% of outdated repositories, but their effectiveness varies dramatically based on the complexity of the required changes.
Execution in LLM-based program repair is often a costly default that yields minimal benefits, suggesting a need for a strategic reevaluation of its use.
Lightweight structural annotations can enhance code agent navigation by improving localization and stability, transforming stochastic exploration into a more disciplined process.
Generated translation references outperform ground truth by 8.65 CEA100 points, showcasing a novel approach to literary translation challenges.
LLMs can generate code 55% faster by executing code *while* generating it, challenging the traditional generate-then-execute paradigm.
