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Yuyang Rong

3 accepted papers

2025

FuzzAug: Data Augmentation by Coverage-guided Fuzzing for Neural Test Generation

EMNLP 2025

Testing is essential to modern software engineering for building reliable software.Given the high costs of manually creating test cases,automated test case generation, particularly methods utilizing large language models,has become increasingly popular.These neural approaches generate semantically m

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…