大模型推理能力

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences

Mohammad Saqib Hasan, Saikat Chakraborty, Santu Karmaker, Niranjan Balasubramanian

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted to ACL 2025 (Main)

RewardDance: Reward Scaling in Visual Generation

Jie Wu, Yu Gao, Zilyu Ye, Ming Li, Liang Li, Hanzhong Guo, Jie Liu, Zeyue Xue, Xiaoxia Hou, Wei Liu, Yan Zeng, Weilin Huang

机构 * ByteDance Seed（字节跳动种子） 纠错

专题命中 其他推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments Bytedance Seed Technical Report

HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation

YiHan Jiao, ZheHao Tan, Dan Yang, DuoLin Sun, Jie Feng, Yue Shen, Jian Wang, Peng Wei

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

NOWJ@COLIEE 2025: A Multi-stage Framework Integrating Embedding Models and Large Language Models for Legal Retrieval and Entailment

Hoang-Trung Nguyen, Tan-Minh Nguyen, Xuan-Bach Le, Tuan-Kiet Le, Khanh-Huyen Nguyen, Ha-Thanh Nguyen, Thi-Hai-Yen Vuong, Le-Minh Nguyen

机构 * VNU University of Engineering and Technology（越南工程大学） ； Japan Advanced Institute of Science and Technology（日本先进科学研究院） ； Center for Juris-Informatics, ROIS-DS（法律信息中心，ROIS-DS） ； Research and Development Center for Large Language Models, NII（大型语言模型研发中心，NII） 纠错

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

Foundation Models for Autonomous Driving Perception: A Survey Through Core Capabilities

Rajendramayavan Sathyam, Yueqi Li

机构 * Zoox Inc.（Zoox公司） 纠错

专题命中 其他推理 ：reasoning(abstract)

Comments 32 pages, 14 figures, accepted at IEEE Open Journal of Vehicular Technology (OJVT)

Interpretable Image Classification with Adaptive Prototype-based Vision Transformers

Chiyu Ma, Jon Donnelly, Wenjun Liu, Soroush Vosoughi, Cynthia Rudin, Chaofan Chen

机构 * Dartmouth College（达特茅斯学院） ； Duke University（杜克大学） ； University of Maine（缅因大学） 纠错

专题命中 其他推理 ：reasoning(abstract)

Journal ref Neural Information Processing Systems, 2024