This work proposes AsyncTool, a benchmark for assessing LLM-based agents in interactive multi-task tool-use environments with delayed tool feedback, and constructs a diverse asynchronous multitasking dataset that covers multiple scenarios and tool-use patterns.
Video-DR is introduced, featuring a decoupled perception-exploration pipeline with stage-wise tool unlocking that compels exhaustive cross-frame visual grounding prior to web retrieval, enabling autonomous exploration that breaks the imitation-learning ceiling.
An innovative multifunctional hydrogel was developed by incorporating dopamine-modified hyaluronic acid and gallic acid-modified chitosan and exhibited a porous microstructure, elastic solid-like mechanical behavior, and effective antibacterial activity against both Gram-negative and Gram-positive bacteria.
These results establish source-intent preservation and shared executable-state grounding as key principles for scalable terminal-task synthesis as key principles for scalable terminal-task synthesis.
Kou Shi, Zun Wang, Qi-Sheng Su et al.· 1 citation
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