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ExecRetrieval introduces a benchmark to measure the functional-correctness gap in code-embedding retrieval, showing that top retrievers frequently rank buggy near-clone implementations above correct ones.
This paper introduces SwiftTrans, a framework that addresses the overlooked issue of runtime efficiency in LLM-based code translation, achieving consistent improvements in both correctness and efficiency across benchmarks.