paper_summarize
SKILL.md
Paper Summarize Skill
This skill provides academic-grade paper summarization with dynamic Standard Operating Procedure (SOP) selection based on paper topic classification.
Capabilities
- Dynamic SOP Selection: Automatically selects appropriate analysis template based on paper type (method, dataset, multimodal, etc.)
- Rigorous Analysis: Follows top-tier conference review criteria (NeurIPS/ICML/ICLR/ACL)
- Structured Output: Generates comprehensive summaries with methodology critique, experimental assessment, strengths/weaknesses
- Local File Storage: Saves summaries to organized directory structure with proper naming
- Prompt Tracking: Maintains record of actual prompts used for reproducibility
- Dataset Focus: Explicit attention to training/evaluation datasets used in experiments