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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
Review Aug 2026

Can Retrievers Find the Same Paper from Different Aspects? A Multi-Aspect Full-Paper Scientific Retrieval Benchmark

An expert-validated benchmark for multi-aspect, full-paper retrieval that evaluates whether retrievers can consistently recover the same paper from queries targeting its motivation, method, and experimental findings, and proposes MAPLE-Synth, a retrieval-based in-context learning pipeline that leverages OpenReview disc...

Yiyang Wei, Fang Guo, Qiji Zhou et al. · 0 citations

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