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DeepInstructor: An Agentic AI Instructor for Experience-Driven Idea Evaluation

This work proposes DeepInstructor, an agentic framework that formulates idea evaluation as reasoning over structured scholarly experience, and introduces DeepInstruct, a dataset with controlled pairwise comparisons across novelty, significance, and feasibility.

Rong-Can Pei, Fang Guo, Qing-Lin Qi et al. · 0 citations
Preprint Aug 2026

Sci-Surf: Navigating Scientific Literature Discovery through Human Feedback and Intelligent Summarization

Sci-Surf is presented, an intent-centric knowledge discovery system that integrates feedback-driven personalized recommendation with multi-modal blog-style paper digestion and demonstrates measurable improvements in both recommendation quality and digestion quality through real-user evaluations.

Fang Guo, Qi Zhu, Rong-Can Pei et al. · 0 citations

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