大模型推理能力

Baichuan-M2: Scaling Medical Capability with Large Verifier System

M2 Team, Chengfeng Dou, Chong Liu, Fan Yang, Fei Li, Jiyuan Jia, Mingyang Chen, Qiang Ju, Shuai Wang, Shunya Dang, Tianpeng Li, Xiangrong Zeng, Yijie Zhou, Chenzheng Zhu, Da Pan, Fei Deng, Guangwei Ai, Guosheng Dong, Hongda Zhang, Jinyang Tai, Jixiang Hong, Kai Lu, Linzhuang Sun, Peidong Guo, Qian Ma, Rihui Xin, Shihui Yang, Shusen Zhang, Yichuan Mo, Zheng Liang, Zhishou Zhang, Hengfu Cui, Zuyi Zhu, Xiaochuan Wang

专题命中 测试时计算 ：verifier(title,abstract)；reasoning(abstract)；分类 cs.AI、cs.LG

Comments Baichuan-M2 Technical Report

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning

Josefa Lia Stoisser, Marc Boubnovski Martell, Lawrence Phillips, Gianluca Mazzoni, Lea Mørch Harder, Philip Torr, Jesper Ferkinghoff-Borg, Kaspar Martens, Julien Fauqueur

机构 * Novo Nordisk（诺和制药） ； University of Oxford（牛津大学） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；分类 cs.AI

AMBEDKAR-A Multi-level Bias Elimination through a Decoding Approach with Knowledge Augmentation for Robust Constitutional Alignment of Language Models

Snehasis Mukhopadhyay, Aryan Kasat, Shivam Dubey, Rahul Karthikeyan, Dhruv Sood, Vinija Jain, Aman Chadha, Amitava Das

机构 * Indian Institute of Information Technology, Kalyani（印度信息技术学院，卡里尼） ； BITS Pilani Goa（比尔·斯图尔特学院，果阿） ； IIT Madras（马德拉斯理工学院） ； DTU（达丁理工大学） ； Artificial Intelligence Institute, University of South Carolina（南卡罗来纳大学人工智能研究所） ； Meta AI ； Amazon GenAI（亚马逊生成人工智能） 纠错

专题命中 测试时计算 ：verifier(abstract)；分类 cs.CL

StructCoh: Structured Contrastive Learning for Context-Aware Text Semantic Matching

Chao Xue, Ziyuan Gao

机构 * Beihang University, Beijing, China（北京航空航天大学） ； University College London, London, UK（伦敦大学学院） 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.CL

Comments Accepted by PRICAI 2025