most citedStructured Code Representations Enable Data-Efficient Adaptation of Code Language Models

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cs.CL2024★ 1 cited

Structured Code Representations Enable Data-Efficient Adaptation of Code Language Models

Mayank Agarwal, Yikang Shen, Bailin Wang +2

Current language models tailored for code tasks often adopt the pre-training-then-fine-tuning paradigm from natural language processing, modeling source code as plain text. This ap…

cs.CL2023

Explain-then-Translate: An Analysis on Improving Program Translation with Self-generated Explanations

Zilu Tang, Mayank Agarwal, Alex Shypula +4

This work explores the use of self-generated natural language explanations as an intermediate step for code-to-code translation with language models. Across three types of explanat…