大模型推理能力

CIMR: Contextualized Iterative Multimodal Reasoning for Robust Instruction Following in LVLMs

Yangshu Yuan, Heng Chen, Xinyi Jiang, Christian Ng, Kexin Qiu

机构 * Singapore Institute of Management（新加坡管理学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；planning(abstract)；logical reasoning(abstract)；self-correction(abstract)

RLVMR: Reinforcement Learning with Verifiable Meta-Reasoning Rewards for Robust Long-Horizon Agents

Zijing Zhang, Ziyang Chen, Mingxiao Li, Zhaopeng Tu, Xiaolong Li

专题命中 复杂问题求解 ：reasoning(title,abstract)；planning(abstract)；分类 cs.AI、cs.LG

Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning

Kwesi Cobbina, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学 College Park分校） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI

Solving Formal Math Problems by Decomposition and Iterative Reflection

Yichi Zhou, Jianqiu Zhao, Yongxin Zhang, Bohan Wang, Siran Wang, Luoxin Chen, Jiahui Wang, Haowei Chen, Allan Jie, Xinbo Zhang, Haocheng Wang, Luong Trung, Rong Ye, Phan Nhat Hoang, Huishuai Zhang, Peng Sun, Hang Li

机构 * University of science and technology of China（科学技术大学） ； Peking University（北京大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Towards Simulating Social Influence Dynamics with LLM-based Multi-agents

Hsien-Tsung Lin, Pei-Cing Huang, Chan-Tung Ku, Chan Hsu, Pei-Xuan Shieh, Yihuang Kang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Magentic-UI: Towards Human-in-the-loop Agentic Systems

Hussein Mozannar, Gagan Bansal, Cheng Tan, Adam Fourney, Victor Dibia, Jingya Chen, Jack Gerrits, Tyler Payne, Matheus Kunzler Maldaner, Madeleine Grunde-McLaughlin, Eric Zhu, Griffin Bassman, Jacob Alber, Peter Chang, Ricky Loynd, Friederike Niedtner, Ece Kamar, Maya Murad, Rafah Hosn, Saleema Amershi

机构 * Microsoft Research AI Frontiers（微软研究院人工智能前沿） 纠错

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.AI