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Jianyu Zhao

3 accepted papers

2024

Code Representation Pre-training with Complements from Program Executions

EMNLP 2024industry

Language models for natural language processing have been grafted onto programming language modeling for advancing code intelligence. Although it can be represented in the text format, code is syntactically more rigorous, as it is designed to be properly compiled or interpreted to perform a set of b…

Cited by 6SourcePDFScholar
2023

Understanding Programs by Exploiting (Fuzzing) Test Cases

ACL 2023findings

Semantic understanding of programs has attracted great attention in the community. Inspired by recent successes of large language models (LLMs) in natural language understanding, tremendous progress has been made by treating programming language as another sort of natural language and training LLMs…