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20242026
most citedTowards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

18 citations · 22 across the 10 of their papers we have counts for

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cs.CL2025

Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning

Chenyang Shao, Sijian Ren, Fengli Xu +1

In recent years, large language models (LLMs) have witnessed remarkable advancements, with the test-time scaling law consistently enhancing the reasoning capabilities. Through syst…

cs.AI2025

Simulating Generative Social Agents via Theory-Informed Workflow Design

Yuwei Yan, Jinghua Piao, Xiaochong Lan +3

Recent advances in large language models have demonstrated strong reasoning and role-playing capabilities, opening new opportunities for agent-based social simulations. However, mo…

cs.CL2025

AgentStealth: Reinforcing Large Language Model for Anonymizing User-generated Text

Chenyang Shao, Tianxing Li, Chenhao Pu +2

In today's digital world, casual user-generated content often contains subtle cues that may inadvertently expose sensitive personal attributes. Such risks underscore the growing im…

cs.CL2025

Route-and-Reason: Scaling Large Language Model Reasoning with Reinforced Model Router

Chenyang Shao, Xinyang Liu, Yutang Lin +2

Chain-of-thought has been proven essential for enhancing the complex reasoning abilities of Large Language Models (LLMs), but it also leads to high computational costs. Recent adva…

cs.CL2025

Division-of-Thoughts: Harnessing Hybrid Language Model Synergy for Efficient On-Device Agents

Chenyang Shao, Xinyuan Hu, Yutang Lin +1

The rapid expansion of web content has made on-device AI assistants indispensable for helping users manage the increasing complexity of online tasks. The emergent reasoning ability…

cs.AI2025★ 18 cited

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Fengli Xu, Qianyue Hao, Zefang Zong +17

Language has long been conceived as an essential tool for human reasoning. The breakthrough of Large Language Models (LLMs) has sparked significant research interest in leveraging…