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Lin Chen

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#natural language process... Preprint Oct 2026

Scaling Agentic Data for Long-Horizon Terminal Intelligence

Terminal agents are moving beyond local operations toward completing real-world professional tasks. Short trajectories can demonstrate commands and tool calls, but they do not fully show how agents accumulate evidence through exploration, use it to inform judgments, continually adjust strategies based on feedback, and...

Shun Zou, Zi-Yu Ma, Yi Zou et al. · 0 citations

AsyncTool: Evaluating the Asynchronous Function Calling Capability under Multi-Task Scenarios

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.

Kou Shi, Ziao Zhang, Shi-Ting Huang et al. · 3 citations
Jul 2026

VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System

VideoCoCo, an agentic dual-engine framework in which executable Blender code serves as a process-level chain of thought, demonstrates that executable code provides an effective, controllable, and inspectable intermediate representation for physically consistent video generation.

Haodong Li, Tianfei Ren, Xiaoxiao Ma et al. · 8 citations

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