Coding assistants such as Claude Code and Codex have become a major application of LLM agents, yet existing benchmarks remain far from real-world use, particularly in task horizon and interaction length. Code assistants require completing long chains of development work in continuously evolving repositories, while repe...
Hexuan Deng, Yue Wang, Wen-Yu Jiang et al.· 0 citations
GUI agents require high-quality interaction trajectories to learn how software environments respond to actions, maintain state, and support multi-step workflows. However, the diversity of available trajectories is constrained by the applications, interface states, and workflows accessible in the underlying environments...
Cheng Yang, Yi-Fan Wu, Yu-Tao Huang et al.· 0 citations
NebulaVLA is presented, an asynchronous dual-frequency architecture that decouples high-level semantic reasoning from low-level action control, optimizing computational resources and modularity and introduces GESTURE-7, a unified language-grounded action representation.
Congyu Zhao, Shuai Tian, Xu Zhang et al.· 0 citations
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