activity
20222025
most citedBeyond Functional Correctness: Exploring Hallucinations in LLM-Generated Code

40 citations · 64 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SE2025

Towards Mitigating API Hallucination in Code Generated by LLMs with Hierarchical Dependency Aware

Yujia Chen, Mingyu Chen, Cuiyun Gao +3

Application Programming Interfaces (APIs) are crucial in modern software development. Large Language Models (LLMs) assist in automated code generation but often struggle with API h…

cs.CY2024

FastFixer: An Efficient and Effective Approach for Repairing Programming Assignments

Fang Liu, Zhenwei Liu, Qianhui Zhao +6

Providing personalized and timely feedback for student's programming assignments is useful for programming education. Automated program repair (APR) techniques have been used to fi…

cs.SE2024

Smaller but Better: Self-Paced Knowledge Distillation for Lightweight yet Effective LCMs

Yujia Chen, Yang Ye, Zhongqi Li +2

Large code models (LCMs) have remarkably advanced the field of code generation. Despite their impressive capabilities, they still face practical deployment issues, such as high inf…

cs.SE2024

Peer-aided Repairer: Empowering Large Language Models to Repair Advanced Student Assignments

Qianhui Zhao, Fang Liu, Li Zhang +6

Automated generation of feedback on programming assignments holds significant benefits for programming education, especially when it comes to advanced assignments. Automated Progra…

cs.SE2024★ 40 cited

Beyond Functional Correctness: Exploring Hallucinations in LLM-Generated Code

Fang Liu, Yang Liu, Lin Shi +5

The rise of Large Language Models (LLMs) has significantly advanced various applications on software engineering tasks, particularly in code generation. Despite the promising perfo…

cs.LG2022★ 24 cited

PanGu-Coder: Program Synthesis with Function-Level Language Modeling

Fenia Christopoulou, Gerasimos Lampouras, Milan Gritta +19

We present PanGu-Coder, a pretrained decoder-only language model adopting the PanGu-Alpha architecture for text-to-code generation, i.e. the synthesis of programming language solut…