This paper describes recent progress on natural language generation (NLG) for language-endowed intelligent agents (LEIAs) developed within the OntoAgent cognitive architecture. The approach draws heavily from past work on natural language understanding in this paradigm: it uses the same knowledge bases, theory of computational linguistics, agent architecture, and methodology of developing broad-coverage capabilities over time while still supporting near-term applications.
Explainable and Generalisable LLM-based Cognitive Decline Detection with Spontaneous Speech
Tsinghua University（清华大学）；Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）；Peking University Sixth Hospital（北京大学第六医院）；Peking University（北京大学）；OPPO Research Institute（OPPO研究院）；Peking University Third Hospital（北京大学第三医院）
Cognitive Platform Engineering for Autonomous Cloud Operations
IEEE Senior Texas USA（IEEE高级工程师，得克萨斯州，美国）；Albertsons Companies California USA（Albertsons公司，加利福尼亚州，美国）；Cleveland State University Ohio USA（克利夫兰州立大学，俄亥俄州，美国）；IEEE Senior Massachusetts USA（IEEE高级工程师，马萨诸塞州，美国）；IEEE Senior California USA（IEEE高级工程师，加利福尼亚州，美国）
A Fast Anti-Jamming Cognitive Radar Deployment Algorithm Based on Reinforcement Learning
School of Mathematical Sciences University of Chinese Academy of Sciences（数学科学学院 中国科学院大学）；Information Science Academy China Electronics Technology Group Corporation（信息科学院 中国电子科技集团）
Triadic Fusion of Cognitive, Functional, and Causal Dimensions for Explainable LLMs: The TAXAL Framework
Department of Computer Science and Artificial Intelligence（计算机科学与人工智能系）；Andalusian Institute of Data Science and Computational Intelligence（安达卢西亚数据科学与计算智能研究所）；University of Granada（格拉纳达大学）
Cognition Chain for Explainable Psychological Stress Detection on Social Media
University of Oxford（牛津大学）；Tsinghua University（清华大学）；Beijing Normal University（北京师范大学）；Wuhan University（武汉大学）；Oxford Suzhou Centre for Advanced Research（牛津苏州高等研究院）
Made for Each Other: Broad-coverage Semantic Structures Meet Preposition Supersenses
Georgetown University（乔治城大学）；The Hebrew University of Jerusalem（耶路撒冷希伯来大学）
通用概念认知标注（UCCA; Abend and Rappoport，2013）是一种基于类型学的、覆盖面广的语义标注方案，描述了粗粒度的谓词-论元结构，但目前缺乏语义角色。我们认为，Schneider等人（2018 b）制定的介词标记的语义角色的无词典注释是互补的，适合在UCCA中整合。我们的经验表明，英语的计划，虽然独立注释，是兼容的，可以结合在一个单一的语义图。对几种解析综合表征的方法进行了比较，为今后的研究奠定了基础。
Causal Autoencoder-like Generation of Feedback Fuzzy Cognitive Maps with an LLM Agent
Department of Electrical and Computer Engineering（电气与计算机工程系）；University of Southern California（南加州大学）；School of Computing and Information Sciences（计算与信息科学学院）；Florida International University（佛罗里达国际大学）
Knowledge-Augmented Large Language Model Agents for Explainable Financial Decision-Making
Boston University（波士顿大学）；Hofstra University（霍夫斯特拉大学）；University of Southern California（南加州大学）；Georgia Institute of Technology（佐治亚理工学院）；Carnegie Mellon University（卡内基梅隆大学）
Mind2Report: Expert-Level Commercial Report Synthesis via Cognitive Deep Research Agent
State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学）；Artificial Intelligence Engineering Institute, iFLYTEK Co., Ltd（人工智能工程院，iFLYTEK公司）
Dementia Through Different Eyes: Explainable Modeling of Human and LLM Perceptions for Early Awareness
Faculty of Data and Decision Sciences, Technion（技术学院数据与决策科学学院）；Paul G. Allen School of Computer Science & Engineering, University of Washington（华盛顿大学保罗·G·艾伦计算机科学与工程学院）
