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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shunfan Zheng

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Preprint Aug 2026

Evaluating LLMs in Database Scenarios: A Lifecycle Benchmark for Assessing Their Potential in Core Database Tasks

DBLifeBench is introduced, the first benchmark to evaluate LLMs across five critical lifecycle phases: Design, Implementation, Operation, Debugging, and Maintenance, and a novel task utilizing structured reasoning graphs to mimic human iterative problem-solving is proposed.

Shunfan Zheng, Dongsheng Shi, Yue Li et al. · 0 citations

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