Author

Zhilin Huang

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Preprint Sep 2026

IChart2Code: Benchmarking Multimodal Large Language Models for Interactive Chart Code Generation

Interactive chart code generation requires models to reproduce a reference chart's appearance and underlying data and correctly implement the state changes triggered by specified user interactions. Existing chart-to-code benchmarks focus on static outputs and lack task representations or evaluation protocols for intera...

Xu Zhang, Hong-Zhang Zheng, Zhi-Lin Huang et al. · 0 citations

Jul 2026

Multi-Perspective Agentic Program Repair via Code Property Graphs and Temporal Execution Graphs

Large language models (LLMs) have improved automated program repair (APR), but two limitations remain. First, raw execution traces are often too large and repetitive to serve as effective model context. Second, repeated patch sampling may produce different implementations without yielding distinct root-cause hypotheses...

Zhilin Huang, Ling Xu, Hongyu Zhang · arXiv.org · 1 citation