Mengchen Zhao
Mengchen Zhao has 3 papers in our library, in 2026, most of them on Language models & pretraining, Reasoning, Code & programming languages; often with Yi Cai, Jiexin Wang, Bo An.
OpenAlex · ORCID · Wikidata · h-index 14 · 39 works · 640 citations OpenAlex, 2026-10-14
Affiliations
Fields, topics and concepts
📚 Shelves 7The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 3 worksArts and Humanities · 3 worksComputer Science · 3 worksLanguage and Linguistics · 3 worksInformation Systems · 2 worksComputer Science Applications · 1 workComputer Vision and Pattern Recognition · 1 work
🧭 Topics 3Research subjects and languages the work is about.Code & programming languages · 2 worksLanguage models & pretraining · 2 worksReasoning · 2 works
Works by year
2020s
Papers
- MavenCoder: Competitive Code Generation via Model Adaptive Planning Strategies and Multi-Perspective Verification Enhancement (2026)
The paper addresses competition-level code generation with LLMs. Current multi-agent planning–coding–debugging pipelines have two weaknesses: they use one fixed planning recipe for every task, and they rarely check intermediate reasoning, so early mistakes carry into the code. MavenCoder addresses both with three… - SeDev: Structured Semantic Exploration for LLM-Driven Code Generation (2026)
LLM-based multi-agent systems still struggle to build complete, multi-module software. Feedback-refinement pipelines follow a single trajectory and tend to settle in local optima. MCTS-style search explores more alternatives but becomes very costly. SeDev addresses this by making exploration explicit and cheap. - Unlocking Human-Like Visible Logic: How Logic Diagrams Boost Logic Reasoning in Large Language Models? (2026)
Large language models frequently reach fluent but logically unsound conclusions in formal reasoning. Text alone struggles to encode set boundaries, inclusion and overlap. The authors test whether giving vision-language models a logic diagram alongside the textual premises helps, much as people sketch diagrams to…
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL) ×2: ACL 2026 ×2
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
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