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Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications.…
Academic Paper Review Skill Overview This skill produces structured, peer-review-quality analyses of academic papers and research publications. It follows established academic review standards used by top-tier venues (NeurIPS, ICML, ACL, Nature, IEEE) to provide rigorous, constructive, and balanced assessments. The review covers summary, strengths, weaknesses, methodology assessment, contribution evaluation, literature positioning, and actionable recommendations — all grounded in evidence from the paper itself. Core Capabilities Parse and comprehend academic papers from uploaded PDFs or fetched URLs Generate structured reviews following top-venue review templates Assess methodology rigor (experimental design, statistical validity, reproducibility) Evaluate novelty and significance of contributions Position the work within the broader research landscape via targeted literature search Identify limitations, gaps, and potential improvements Produce both detailed review and concise executive summary formats Support papers in any scientific domain (CS, biology, physics, social sciences, etc.)
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