大模型推理能力

Learning Adaptive Parallel Reasoning with Language Models

Jiayi Pan, Xiuyu Li, Long Lian, Charlie Snell, Yifei Zhou, Adam Yala, Trevor Darrell, Kurt Keutzer, Alane Suhr

机构 * UC Berkeley（加州大学伯克利分校） ； UCSF（旧金山大学） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.CL、cs.AI

Comments Accepted at COLM 2025. Code, model, and data are available at https://github.com/Parallel-Reasoning/APR. The first three authors contributed equally to this work

Improving Text Style Transfer using Masked Diffusion Language Models with Inference-time Scaling

Tejomay Kishor Padole, Suyash P Awate, Pushpak Bhattacharyya

机构 * Dept. of Computer Science and Engineering, Indian Institute of Technology, Bombay（计算机科学与工程系，印度理工学院，孟买） 纠错

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

Comments Accepted as a main conference submission in the European Conference on Artificial Intelligence (ECAI 2025)

LeAdQA: LLM-Driven Context-Aware Temporal Grounding for Video Question Answering

Xinxin Dong, Baoyun Peng, Haokai Ma, Yufei Wang, Zixuan Dong, Fei Hu, Xiaodong Wang

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