English
Related papers

Related papers: BuildArena: A Physics-Aligned Interactive Benchmar…

200 papers

In recent years, the remarkable progress of large language models (LLMs) has sparked interest in task automation, which involves decomposing complex tasks described by user instructions into sub-tasks and invoking external tools to execute…

Computation and Language · Computer Science 2024-11-04 Yongliang Shen , Kaitao Song , Xu Tan , Wenqi Zhang , Kan Ren , Siyu Yuan , Weiming Lu , Dongsheng Li , Yueting Zhuang

Large language model (LLM)-based mobile agents are increasingly popular due to their capability to interact directly with mobile phone Graphic User Interfaces (GUIs) and their potential to autonomously manage daily tasks. Despite their…

Artificial Intelligence · Computer Science 2024-06-13 Luyuan Wang , Yongyu Deng , Yiwei Zha , Guodong Mao , Qinmin Wang , Tianchen Min , Wei Chen , Shoufa Chen

Despite the significant strides made by generative AI in just a few short years, its future progress is constrained by the challenge of building modular and robust systems. This capability has been a cornerstone of past technological…

With large language models (LLMs) on the rise, in-game interactions are shifting from rigid commands to natural conversations. However, the impacts of LLMs on player performance and game experience remain underexplored. This work explores…

Human-Computer Interaction · Computer Science 2025-07-31 Xin Sun , Lei Wang , Yue Li , Jie Li , Massimo Poesio , Julian Frommel , Koen Hinriks , Jiahuan Pei

Social intelligence is built upon three foundational pillars: cognitive intelligence, situational intelligence, and behavioral intelligence. As large language models (LLMs) become increasingly integrated into our social lives,…

Computation and Language · Computer Science 2025-02-25 Guiyang Hou , Wenqi Zhang , Yongliang Shen , Zeqi Tan , Sihao Shen , Weiming Lu

While Visual Large Language Models (VLLMs) show great promise as embodied agents, they continue to face substantial challenges in spatial reasoning. Existing embodied benchmarks largely focus on passive, static household environments and…

Robotics · Computer Science 2025-11-24 Yifan Li , Lichi Li , Anh Dao , Xinyu Zhou , Yicheng Qiao , Zheda Mai , Daeun Lee , Zichen Chen , Zhen Tan , Mohit Bansal , Yu Kong

Recent advances in LLM have been instrumental in autonomous robot control and human-robot interaction by leveraging their vast general knowledge and capabilities to understand and reason across a wide range of tasks and scenarios. Previous…

Robotics · Computer Science 2024-11-07 Jonas Bode , Bastian Pätzold , Raphael Memmesheimer , Sven Behnke

Evaluating the symbolic reasoning of large language models (LLMs) calls for geometry benchmarks that require multi-step proofs grounded in both text and diagrams. However, existing benchmarks are often limited in scale and rarely provide…

Computation and Language · Computer Science 2026-03-23 Yushun Zhang , Weiping Fu , Zesheng Yang , Bo Zhao , Lingling Zhang , Jian Zhang , Yumeng Fu , Jiaxing Huang , Jun Liu

Large multimodal models (LMMs) with advanced video analysis capabilities have recently garnered significant attention. However, most evaluations rely on traditional methods like multiple-choice questions in benchmarks such as VideoMME and…

Computer Vision and Pattern Recognition · Computer Science 2025-03-25 Ziyang Luo , Haoning Wu , Dongxu Li , Jing Ma , Mohan Kankanhalli , Junnan Li

In this demo, we present AERA Chat, an automated and explainable educational assessment system designed for interactive and visual evaluations of student responses. This system leverages large language models (LLMs) to generate automated…

Computation and Language · Computer Science 2024-12-19 Jiazheng Li , Artem Bobrov , David West , Cesare Aloisi , Yulan He

While vision-language models (VLMs) have demonstrated promising capabilities in reasoning and planning for embodied agents, their ability to comprehend physical phenomena, particularly within structured 3D environments, remains severely…

Large language models (LLMs) have shown strong performance on mathematical reasoning under well-defined conditions. However, real-world engineering problems involve uncertainty, context, and open-ended settings that extend beyond symbolic…

Artificial Intelligence · Computer Science 2026-05-05 Xiyuan Zhou , Xinlei Wang , Yirui He , Yang Wu , Ruixi Zou , Yuheng Cheng , Yulu Xie , Wenxuan Liu , Huan Zhao , Yan Xu , Jinjin Gu , Junhua Zhao

Large language models (LLMs) are increasingly integral as productivity assistants, but existing benchmarks fall short in rigorously evaluating their real-world instruction-following capabilities. Current benchmarks often (i) lack sufficient…

Computation and Language · Computer Science 2025-09-30 Jiho Park , Jongyoon Song , Minjin Choi , Kyuho Heo , Taehun Huh , Ji Won Kim

Humans naturally possess the spatial reasoning ability to form and manipulate images and structures of objects in space. There is an increasing effort to endow Vision-Language Models (VLMs) with similar spatial reasoning capabilities.…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Jiahuan Zhang , Shunwen Bai , Tianheng Wang , Kaiwen Guo , Kai Han , Guozheng Rao , Kaicheng Yu

Recent advances in Generative Artificial Intelligence, particularly Large Language Models (LLMs), have stimulated growing interest in automating or assisting Business Process Modeling tasks using natural language. Several approaches have…

Software Engineering · Computer Science 2026-04-16 João Bettencourt , Sérgio Guerreiro

Visual understanding of geometric structures with complex spatial relationships is a fundamental component of human intelligence. As children, we learn how to reason about structure not only from observation, but also by interacting with…

Computer Vision and Pattern Recognition · Computer Science 2022-07-29 Aaron Walsman , Muru Zhang , Klemen Kotar , Karthik Desingh , Ali Farhadi , Dieter Fox

The automated generation of interactive 3D cities is a critical challenge with broad applications in autonomous driving, virtual reality, and embodied intelligence. While recent advances in generative models and procedural techniques have…

Computer Vision and Pattern Recognition · Computer Science 2026-03-02 Zishan Liu , Zecong Tang , RuoCheng Wu , Xinzhe Zheng , Jingyu Hu , Ka-Hei Hui , Haoran Xie , Bo Dai , Zhengzhe Liu

With the advancement of multimodal large language models (MLLMs) and coding agents, the website development has shifted from manual programming to agent-based project-level code synthesis. Existing benchmarks rely on idealized assumptions,…

Artificial Intelligence · Computer Science 2026-05-01 Qiyao Wang , Haoran Hu , Longze Chen , Hongbo Wang , Hamid Alinejad-Rokny , Yuan Lin , Min Yang

Physics-aware symbolic simulation of 3D scenes is critical for robotics, embodied AI, and scientific computing, requiring models to understand natural language descriptions of physical phenomena and translate them into executable simulation…

Robotics · Computer Science 2026-04-28 Tianyidan Xie , Peiyu Wang , Yuyi Qian , Yuxuan Wang , Rui Ma , Ying Tai , Song Wu , Qian Wang , Lanjun Wang , Zili Yi

Current evaluation paradigms for large language models (LLMs) represent a critical blind spot in AI research--relying on opaque numerical metrics that conceal fundamental limitations in spatial reasoning while providing no intuitive…

Computation and Language · Computer Science 2025-11-05 Liuhao Lin , Ke Li , Zihan Xu , Yuchen Shi , Yulei Qin , Yan Zhang , Xing Sun , Rongrong Ji