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Preprint Oct 2026

SOMA: Continuous Monitoring and Intervention for System Two Reasoning with System One Models

Reasoning models often run into problems without noticing them, even when symptoms are visible in their own text. In humans, metacognition separates monitoring from control: fast, intuitive signals keep watch while slow, deliberate reasoning unfolds and help decide whether to continue, change course, or stop. System On...

Rui-Zhi Qian, Lei Shi, Tian-Yu Hu et al. · 0 citations
#natural language process... Preprint Sep 2026

NS-Copilot: An LLM-Driven Agent System for Autonomous Neuroscience Analysis

NS-Copilot is presented, an LLM-driven multi-agent system for neuroscience analysis that autonomously supports end-to-end workflows for diverse professional tasks and unifies domain-specific pre-trained models and supports key neuroscience modalities, including EEG and extracellular spike data, through a natural-langua...

Wu Liu, Yi-Ran Qiao, Lingfeng Hou et al. · 1 citation

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