Mengkang Hu
Mengkang Hu has 3 papers in our library, in 2025, most of them on Language models & pretraining, Reasoning; often with Qiguang Chen, Dengyun Peng, Jiannan Guan.
OpenAlex · ORCID · h-index 6 · 22 works · 190 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 209 times in our library · ⭐ Paper Stars ranking: #5314
Affiliations
Fields, topics and concepts
📚 Shelves 9The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 3 worksArts and Humanities · 1 workComputer Vision and Pattern Recognition · 1 workLanguage and Linguistics · 1 workDecision Sciences · 1 workInformation Systems and Management · 1 workMaterials Chemistry · 1 workMaterials Science · 1 work
🧭 Topics 2Research subjects and languages the work is about.Language models & pretraining · 1 workReasoning · 1 work
💡 Concepts 1Key ideas and methods explained on our concept pages.Artificial intelligence · 1 work
Works by year
2020s
Papers
- Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models (2025 · 176 citations)
Reasoning-focused LLMs such as OpenAI-o1 and DeepSeek-R1 do well in maths and coding largely because they produce very long chains of thought. - HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks with Large Language Model (2025 · 49 citations)
LLM-based agents often keep every past action-observation pair in their prompt. On long-horizon tasks this context grows large and repetitive, which makes it harder for the model to keep a consistent plan. Prior work has mostly optimized memory carried across attempts (cross-trial). This paper instead focuses on… - AI4Research: A Survey of Artificial Intelligence for Scientific Research (2025 · 21 citations)
Reasoning-focused LLMs such as OpenAI-o1 and DeepSeek-R1 have prompted many efforts to automate parts of scientific work.
Co-authors here
- Qiguang Chen ×3
- Dengyun Peng ×2
- Jiannan Guan ×2
- Jinhao Liu ×2
- Libo Qin ×2
- Peng Wang
- Ping Luo
- Wanxiang Che
- Wenqi Shao
- Yimeng Zhang
- Yuhang Zhou
Venues
- Science China Information Sciences ×2: Science China Information Sciences 2025 ×2
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2025
Cited by
Updated
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