大模型推理能力

SSPO: Self-traced Step-wise Preference Optimization for Process Supervision and Reasoning Compression

Yuyang Xu, Yi Cheng, Haochao Ying, Zhuoyun Du, Renjun Hu, Xing Shi, Wei Lin, Jian Wu

专题命中 其他推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI、cs.LG

Comments Work in progress

Uncalibrated Reasoning: GRPO Induces Overconfidence for Stochastic Outcomes

Michael Bereket, Jure Leskovec

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Why Cannot Large Language Models Ever Make True Correct Reasoning?

Jingde Cheng

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI

Comments 8 pages. arXiv admin note: substantial text overlap with arXiv:2412.12408

Feather-SQL: A Lightweight NL2SQL Framework with Dual-Model Collaboration Paradigm for Small Language Models

Wenqi Pei, Hailing Xu, Hengyuan Zhao, Shizheng Hou, Han Chen, Zining Zhang, Pingyi Luo, Bingsheng He

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments DL4C @ ICLR 2025

Memory-Augmented Transformers: A Systematic Review from Neuroscience Principles to Enhanced Model Architectures

Parsa Omidi, Xingshuai Huang, Axel Laborieux, Bahareh Nikpour, Tianyu Shi, Armaghan Eshaghi

机构 * Huawei Technologies Canada（华为加拿大技术有限公司） ； Huawei Technologies Switzerland（华为瑞士技术有限公司） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Optimizing Language Models for Inference Time Objectives using Reinforcement Learning

Yunhao Tang, Kunhao Zheng, Gabriel Synnaeve, Rémi Munos

机构 * Meta GenAI（Meta 生成式人工智能） ； Meta FAIR 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.LG

Comments Published as a conference paper at ICML 2025

Hallucination Detection and Mitigation in Scientific Text Simplification using Ensemble Approaches: DS@GT at CLEF 2025 SimpleText

Krishna Chaitanya Marturi, Heba H. Elwazzan

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

Comments Text Simplification, hallucination detection, LLMs, CLEF 2025, SimpleText, CEUR-WS

LLM-RIMSA: Large Language Models driven Reconfigurable Intelligent Metasurface Antenna Systems

Yunsong Huang, Hui-Ming Wang, Qingli Yan, Zhaowei Wang

专题命中 其他推理 ：reasoning(abstract)