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相关论文: From Multimodal Perception to Strategic Reasoning:…

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Despite many recent advancements in language modeling, state-of-the-art language models lack grounding in the real world and struggle with tasks involving complex reasoning. Meanwhile, advances in the symbolic reasoning capabilities of AI…

计算与语言 · 计算机科学 2022-12-19 Andrew Lee , David Wu , Emily Dinan , Mike Lewis

Soccer commentary plays a crucial role in enhancing the soccer game viewing experience for audiences. Previous studies in automatic soccer commentary generation typically adopt an end-to-end method to generate anonymous live text…

多媒体 · 计算机科学 2026-04-02 Zeyu Jin , Xiaoyu Qin , Songtao Zhou , Kaifeng Yun , Jia Jia

This survey paper chronicles the evolution of evaluation in multimodal artificial intelligence (AI), framing it as a progression of increasingly sophisticated "cognitive examinations." We argue that the field is undergoing a paradigm shift,…

人工智能 · 计算机科学 2026-01-07 Mayank Ravishankara , Varindra V. Persad Maharaj

In this paper, we explore a new approach for automated chess commentary generation, which aims to generate chess commentary texts in different categories (e.g., description, comparison, planning, etc.). We introduce a neural chess engine…

计算与语言 · 计算机科学 2019-09-24 Hongyu Zang , Zhiwei Yu , Xiaojun Wan

This paper presents the research on the interdisciplinary research infrastructure for understanding human reasoning in game-theoretic terms. Strategic reasoning is considered to impact human decision making in social, economical and…

计算机科学与博弈论 · 计算机科学 2011-05-04 Rustam Tagiew

Recent advances in deep learning have significantly enhanced generative AI capabilities across text, images, and audio. However, automatically evaluating the quality of these generated outputs presents ongoing challenges. Although numerous…

计算与语言 · 计算机科学 2025-06-13 Tian Lan , Yang-Hao Zhou , Zi-Ao Ma , Fanshu Sun , Rui-Qing Sun , Junyu Luo , Rong-Cheng Tu , Heyan Huang , Chen Xu , Zhijing Wu , Xian-Ling Mao

Real-time video commentary generation provides textual descriptions of ongoing events in videos. It supports accessibility and engagement in domains such as sports, esports, and livestreaming. Commentary generation involves two essential…

Artificial intelligence generated content (AIGC), a rapidly advancing technology, is transforming content creation across domains, such as text, images, audio, and video. Its growing potential has attracted more and more researchers and…

人工智能 · 计算机科学 2026-03-03 Chengzhang Zhu , Luobin Cui , Ying Tang , Jiacun Wang

Language models have recently advanced into the realm of reasoning, yet it is through multimodal reasoning that we can fully unlock the potential to achieve more comprehensive, human-like cognitive capabilities. This survey provides a…

计算与语言 · 计算机科学 2025-03-25 Zhiyu Lin , Yifei Gao , Xian Zhao , Yunfan Yang , Jitao Sang

As a contribution to the challenge of building game-playing AI systems, we develop and analyse a formal language for representing and reasoning about strategies. Our logical language builds on the existing general Game Description Language…

人工智能 · 计算机科学 2014-07-22 Dongmo Zhang , Michael Thielsher

The evolution of AI systems toward agentic operation and context-aware retrieval necessitates transforming unstructured text into structured formats like tables, knowledge graphs, and charts. While such conversions enable critical…

计算与语言 · 计算机科学 2025-08-19 Zheye Deng , Chunkit Chan , Tianshi Zheng , Wei Fan , Weiqi Wang , Yangqiu Song

Sequential reasoning is a complex human ability, with extensive previous research focusing on gaming AI in a single continuous game, round-based decision makings extending to a sequence of games remain less explored. Counter-Strike: Global…

人工智能 · 计算机科学 2020-08-13 Yilei Zeng , Deren Lei , Beichen Li , Gangrong Jiang , Emilio Ferrara , Michael Zyda

Recently, ChatGPT, along with DALL-E-2 and Codex,has been gaining significant attention from society. As a result, many individuals have become interested in related resources and are seeking to uncover the background and secrets behind its…

人工智能 · 计算机科学 2023-03-09 Yihan Cao , Siyu Li , Yixin Liu , Zhiling Yan , Yutong Dai , Philip S. Yu , Lichao Sun

Strategic reasoning enables agents to cooperate, communicate, and compete with other agents in diverse situations. Existing approaches to solving strategic games rely on extensive training, yielding strategies that do not generalize to new…

人工智能 · 计算机科学 2023-05-31 Kanishk Gandhi , Dorsa Sadigh , Noah D. Goodman

In recent years, the study of artificial intelligence (AI) has undergone a paradigm shift. This has been propelled by the groundbreaking capabilities of generative models both in supervised and unsupervised learning scenarios. Generative AI…

机器学习 · 计算机科学 2024-05-21 Sandeep Singh Sengar , Affan Bin Hasan , Sanjay Kumar , Fiona Carroll

Deep learning-based expert models have reached superhuman performance in decision-making domains such as chess and Go. However, it is under-explored to explain or comment on given decisions although it is important for model explainability…

机器学习 · 计算机科学 2025-02-11 Jaechang Kim , Jinmin Goh , Inseok Hwang , Jaewoong Cho , Jungseul Ok

Reasoning, a crucial ability for complex problem-solving, plays a pivotal role in various real-world settings such as negotiation, medical diagnosis, and criminal investigation. It serves as a fundamental methodology in the field of…

Reasoning is not just about solving problems -- it is also about evaluating which problems are worth solving at all. Evaluations of artificial intelligence (AI) systems primarily focused on problem solving, historically by studying how…

This study investigates the use of generative AI to support formative assessment through machine generated reviews of peer reviews in graduate online courses in a public university in the United States. Drawing on Systemic Functional…

人工智能 · 计算机科学 2025-09-19 Gabriela C. Zapata , Bill Cope , Mary Kalantzis , Duane Searsmith

The paradigm of Earth Observation analysis is shifting from static deep learning models to autonomous agentic AI. Although recent vision foundation models and multimodal large language models advance representation learning, they often lack…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Niloufar Alipour Talemi , Julia Boone , Fatemeh Afghah
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