大模型推理能力

Logit-Entropy Adaptive Stopping Heuristic for Efficient Chain-of-Thought Reasoning

Mohammad Atif Quamar, Mohammad Areeb

机构 * Purdue University（普渡大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；分类 cs.CL

Comments Presented at the 1st Workshop on Efficient Reasoning (NeurIPS 2025)

How do Transformers Learn Implicit Reasoning?

Jiaran Ye, Zijun Yao, Zhidian Huang, Liangming Pan, Jinxin Liu, Yushi Bai, Amy Xin, Weichuan Liu, Xiaoyin Che, Lei Hou, Juanzi Li

机构 * DCST, BNRist（中国清华大学人工智能研究院） ； KIRC, Institute for Artificial Intelligence, Tsinghua University, China 纠错

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

Comments Accepted as Spotlight at NeurIPS 2025

A Little Depth Goes a Long Way: The Expressive Power of Log-Depth Transformers

William Merrill, Ashish Sabharwal

机构 * Allen Institute for AI（阿伦人工智能研究所） ； New York University（纽约大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.LG

Comments NeurIPS 2025

Test-Time Warmup for Multimodal Large Language Models

Nikita Rajaneesh, Thomas Zollo, Richard Zemel

机构 * Columbia University（哥伦比亚大学） 纠错

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

RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Chest X-ray with Zero-Shot Multi-Task Capability

Jonggwon Park, Byungmu Yoon, Soobum Kim, Kyoyun Choi

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

Comments NeurIPS 2025

Beyond Shortest Path: Agentic Vehicular Routing with Semantic Context

Carnot Braun, Rafael O. Jarczewski, Gabriel U. Talasso, Leandro A. Villas, Allan M. de Souza

机构 * Institute of Computing (IC)（计算学院） ； Hub de Inteligência Artificial e Arquiteturas Cognitivas (H.IAAC)（人工智能与认知架构中心） ； Universidade Estadual de Campinas (UNICAMP)（坎皮纳斯州立大学） 纠错

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

Decomposition-Enhanced Training for Post-Hoc Attributions In Language Models

Sriram Balasubramanian, Samyadeep Basu, Koustava Goswami, Ryan Rossi, Varun Manjunatha, Roshan Santhosh, Ruiyi Zhang, Soheil Feizi, Nedim Lipka

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

Comments Post-hoc attribution

Collaboration Dynamics and Reliability Challenges of Multi-Agent LLM Systems in Finite Element Analysis

Chuan Tian, Yilei Zhang

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

ASAP: an Agentic Solution to Auto-optimize Performance of Large-Scale LLM Training

Yuran Ding, Xinwei Chen, Xiaofan Zhang, Zongwei Zhou

专题命中 复杂问题求解 ：reasoning(abstract)

Comments This work has been accepted to Workshop on ML for Systems at NeurIPS 2025