大模型推理能力

Quantifying The Limits of AI Reasoning: Systematic Neural Network Representations of Algorithms

Anastasis Kratsios, Dennis Zvigelsky, Bradd Hart

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.LG

Comments 18 pages main body, 45 pages total + references

Cutting Through the Noise: Boosting LLM Performance on Math Word Problems

Ujjwala Anantheswaran, Himanshu Gupta, Kevin Scaria, Shreyas Verma, Chitta Baral, Swaroop Mishra

机构 * Arizona State University（亚利桑那州立大学） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 数学推理 ：reasoning(abstract,comments)；分类 cs.CL；planning(comments)

Comments Published at ICLR 2025 Workshop on Reasoning and Planning for LLMs

From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models

Viktor Hangya, Fabian Küch, Darina Gold

专题命中 数学推理 ：reasoning(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2025 (Main Conference)

V-Math: An Agentic Approach to the Vietnamese National High School Graduation Mathematics Exams

Duong Q. Nguyen, Quy P. Nguyen, Nguyen Van Nhon, Quang-Thinh Bui, H. Nguyen-Xuan

机构 * CIRTech Institute, HUTECH University, Ho Chi Minh City, Viet Nam（CIRTech研究院，HUTECH大学，胡志明市，越南） ； Faculty of Information Technology, HUTECH University, Ho Chi Minh City, Vietnam（信息科技学院，HUTECH大学，胡志明市，越南） ； Nguyen Thai Hoc High School, Gia Lai Province, Vietnam（Nguyen Thai Hoc高中，嘉莱省，越南） ； Office of Scientific Research, Technology Management and International Cooperation, Tien Giang University, Vietnam（科研办公室，技术管理与国际合作办公室，Tien Giang大学，越南） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.AI