大模型推理能力

Advancing Compositional LLM Reasoning with Structured Task Relations in Interactive Multimodal Communications

Xinye Cao, Hongcan Guo, Guoshun Nan, Jiaoyang Cui, Haoting Qian, Yihan Lin, Yilin Peng, Diyang Zhang, Yanzhao Hou, Huici Wu, Xiaofeng Tao, Tony Q. S. Quek

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

Comments Accepted by IEEE JSAC. This work has been submitted to the IEEE for possible publication

ArtSeek: Deep artwork understanding via multimodal in-context reasoning and late interaction retrieval

Nicola Fanelli, Gennaro Vessio, Giovanna Castellano

机构 * Department of Computer Science University of Bari Aldo Moro（计算机科学系巴里大学Aldo Moro） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Data

Ke-Han Lu, Zhehuai Chen, Szu-Wei Fu, Chao-Han Huck Yang, Jagadeesh Balam, Boris Ginsburg, Yu-Chiang Frank Wang, Hung-yi Lee

机构 * Graduate Institute of Communication Engineering, National Taiwan University（台湾大学通信工程研究所） ； NVIDIA（英伟达） 纠错

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

Comments Accepted by ICASSP 2025

EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity

Xingjian Zhang, Siwei Wen, Wenjun Wu, Lei Huang

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