Multi-stage LLM training plus compiler-guided error repair boosts functional equivalence in Java-to-Cangjie translation by 6.06% over prior methods despite scarce parallel data.
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A classification of top SE publications 2015-2018 found low prevalence of direct human values consideration, with higher rates in conferences than journals.
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Boosting Automatic Java-to-Cangjie Translation with Multi-Stage LLM Training and Error Repair
Multi-stage LLM training plus compiler-guided error repair boosts functional equivalence in Java-to-Cangjie translation by 6.06% over prior methods despite scarce parallel data.
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A Study on the Prevalence of Human Values in Software Engineering Publications, 2015-2018
A classification of top SE publications 2015-2018 found low prevalence of direct human values consideration, with higher rates in conferences than journals.