SwiftTrans improves both functional correctness and runtime efficiency of LLM code translations via multi-perspective exploration with hierarchical guidance and difference-aware selection with ordinal guidance on extended benchmarks including new SwiftBench.
Code- transocean: A comprehensive multilingual benchmark for code translation
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UNICS pre-trains on a pseudocode dataset for cross-lingual logic then applies multi-task transfer learning with hard-positive mining and dynamic hard-negative sampling to reach claimed SOTA on multilingual code-search benchmarks.
A survey of methods, benchmarks, and open challenges for large language models in multilingual code generation and translation.
citing papers explorer
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Bridging Functional Correctness and Runtime Efficiency Gaps in LLM-Based Code Translation
SwiftTrans improves both functional correctness and runtime efficiency of LLM code translations via multi-perspective exploration with hierarchical guidance and difference-aware selection with ordinal guidance on extended benchmarks including new SwiftBench.
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UNICS: Multilingual Code Search via Unified Pseudocode and Contrastive Transfer Learning
UNICS pre-trains on a pseudocode dataset for cross-lingual logic then applies multi-task transfer learning with hard-positive mining and dynamic hard-negative sampling to reach claimed SOTA on multilingual code-search benchmarks.
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Large Language Models for Multilingual Code Intelligence: A Survey
A survey of methods, benchmarks, and open challenges for large language models in multilingual code generation and translation.
- ReCodeAgent: A Multi-agent Workflow for Language-Agnostic Translation and Validation of Large-Scale Repositories