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#artificial intelligence Preprint Oct 2026

Sibyl: An Efficient Small-large Model Collaboration Framework for Long-horizon Tasks

Small language models (SLMs) offer a promising foundation for on-device agents through low-latency, resource-efficient inference, yet limited reasoning and planning capabilities constrain their performance on long-horizon tasks requiring multi-step interaction with the environment. Step-level collaboration between SLMs...

Zhe-Wei Fang, Yu-Xin Zhang, Zhen-Wei Shao et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SCOUT: Synergizing Reasoning and Tool-Use for Computer-Use Safety

A preliminary extension to coding tasks shows that SCOUT can support safety verification beyond computer-use, andlations and analysis show that tool-free rubric generation in SCOUT elicits substantially more reasoning and is crucial for safety detection across verifier backbones, especially non-frontier ones.

Jian-Xing Chen, Xiao Yu, Shipra Agrawal et al. · 0 citations

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