AINeutralarXiv – CS AI · 6h ago6/10
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Prober.ai: Gated Inquiry-Based Feedback via LLM-Constrained Personas for Argumentative Writing Development
Prober.ai is an LLM-powered web-based writing environment that uses constrained AI personas and gated feedback mechanisms to improve argumentative writing through inquiry-based questioning rather than text generation. The system addresses cognitive outsourcing in education by forcing student reflection before revealing revision suggestions, grounded in Toulmin's argumentation theory and peer feedback research.
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