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Shanchao Liang

3 accepted papers

2025

Can Language Models Replace Programmers for Coding? REPOCOD Says ‘Not Yet’

ACL 2025long

Recently, a number of repository-level code generation benchmarks–such as CoderEval, DevEval, RepoEval, RepoBench, and LongCode-Arena–have emerged to evaluate the capabilities of large language models (LLMs) beyond standalone benchmarks like HumanEval and MBPP. Thus, a natural question is, would LLM…

2025

LATTE: Improving Latex Recognition for Tables and Formulae with Iterative Refinement

AAAI 2025technical

Portable Document Format (PDF) files are dominantly used for storing and disseminating scientific research, legal documents, and tax information. LaTeX is a popular application for creating PDF documents. Despite its advantages, LaTeX is not WYSWYG---what you see is what you get, i.e., the LaTeX sou…

2025

WAFFLE: Fine-tuning Multi-Modal Model for Automated Front-End Development

ACL 2025long

Web development involves turning UI designs into functional webpages, which can be difficult for both beginners and experienced developers due to the complexity of HTML’s hierarchical structures and styles. While Large Language Models (LLMs) have shown promise in generating source code, two major ch…