paper_summarize

Installation
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

Supported Paper Types

Installs
8
GitHub Stars
19
First Seen
May 15, 2026
paper_summarize — bighardperson/computer-science-skills-collection