💻 computer science

Evaluating Large language models on Understanding Korean indirect Speech acts

This study evaluates the ability of various large language models to understand Korean indirect speech acts by constructing a specialized dataset and employing both automated and human assessments, revealing that while proprietary models like Claude3-Opus outperform open-source alternatives, none yet match human-level proficiency in interpreting context-dependent intentions.

Youngeun Koo, Jiwoo Lee, Dojun Park, Seohyun Park, Sungeun Lee2026-08-10
💻 computer science

Autonomous Collision Avoidance Decision-Making Method for UAV-USV Based on PD3QN Algorithm

This paper proposes an autonomous collision avoidance decision-making method for Unmanned Surface Vehicles (USVs) that integrates UAV visual perception with a Prioritized Experience Replay-enhanced Dueling Double Deep Q-Network (PD3QN) algorithm and a COLREGs-compliant reward function to achieve safe, efficient, and adaptable navigation.

Sheng Qu, Wei Guan, Chunqi Luo, Tongbo Hu, Xianku Zhang2026-08-10
💻 computer science

Research on Enterprise Cost Prediction Method Based on Improved Informer Model

This paper proposes an improved Informer-based model incorporating a standard deviation-based dynamic denoising algorithm and a volatility-aware adaptive sampling mechanism to enhance the accuracy and stability of enterprise cost predictions, demonstrating superior performance over existing methods on both enterprise and benchmark datasets.

Nan Ban, Li Cao, Yiping Yuan, Feng Tan, Jingjing Li2026-08-10
💻 computer science

CLEM: A Behavior-Centric Software Quality Measurement Framework for Structural Change Monitoring

This paper introduces CLEM, a behavior-centric software quality framework that measures structural change absorption through version-control heuristics to classify development activities and generate neutral or context-weighted metrics, demonstrating its ability to distinguish structural patterns across diverse repositories while showing limited correlation with defect prediction.

Qunhui Zhang, Jianguo Yao, Yifan Zhang2026-08-10