大模型推理能力

Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

DiJia Su, Hanlin Zhu, Yingchen Xu, Jiantao Jiao, Yuandong Tian, Qinqing Zheng

机构 * Meta AI 纠错

专题命中 数学推理 ：reasoning(title,abstract)；CoT(abstract)；planning(abstract)；分类 cs.CL、cs.AI、cs.LG

Reasoning Vectors: Transferring Chain-of-Thought Capabilities via Task Arithmetic

Mohammad Zbeeb, Hasan Abed Al Kader Hammoud, Bernard Ghanem

专题命中 数学推理 ：reasoning(title,abstract)；chain-of-thought(title)；分类 cs.CL

Comments Under Review

Throttling Web Agents Using Reasoning Gates

Abhinav Kumar, Jaechul Roh, Ali Naseh, Amir Houmansadr, Eugene Bagdasarian

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

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

Know When to Explore: Difficulty-Aware Certainty as a Guide for LLM Reinforcement Learning

Ang Li, Zhihang Yuan, Yang Zhang, Shouda Liu, Yisen Wang

机构 * PKU（北京大学） ； ByteDance Seed（字节跳动种子） 纠错

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

LLMs cannot spot math errors, even when allowed to peek into the solution

KV Aditya Srivatsa, Kaushal Kumar Maurya, Ekaterina Kochmar

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫莫德·宾·扎耶德人工智能大学） 纠错

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

Comments Accepted to EMNLP 2025

Hermes 4 Technical Report

Ryan Teknium, Roger Jin, Jai Suphavadeeprasit, Dakota Mahan, Jeffrey Quesnelle, Joe Li, Chen Guang, Shannon Sands, Karan Malhotra

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

HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution

Jinzhou Tang, Jusheng Zhang, Qinhan Lv, Sidi Liu, Jing Yang, Chengpei Tang, Keze Wang

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

RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models through Closed-Loop Reinforcement Learning

Liam Boyle, Nicolas Baumann, Paviththiren Sivasothilingam, Michele Magno, Luca Benini

专题命中 数学推理 ：reasoning(abstract)