Author

Qi Zhu

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#natural language process... Review Aug 2026

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

As automated scientific discovery advances, Large Language Models (LLMs) can now generate research ideas at an unprecedented scale, shifting the bottleneck from idea generation to idea evaluation. Existing evaluators mainly rely on parametric LLM knowledge or unstructured retrieval, producing judgments that lack the ex...

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