Verified:GitHub

paper_summarize

Summarize academic papers with topic-aware structured reports and critiques.

Updated Mar 4, 2026

Search Tags:#reproducibility #summarize #paper #topic-classification #academic-analysis #sop-template #rigorous-critique

Ready to run

npx skills add https://github.com/acefrost511/workmemory --skill paper-summarize-acefrost511

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: paper_summarize
Source: https://github.com/acefrost511/workmemory/tree/main/skills/paper-summarize-academic
Command: npx skills add https://github.com/acefrost511/workmemory --skill paper-summarize-acefrost511

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Academic paper summarization with dynamic SOP selection based on paper topic classification, enabling rigorous evaluation of research papers and streamlined report generation.

Core Features & Use Cases

Dynamic SOP Selection: Chooses the appropriate analysis template based on paper type (method, dataset, multimodal, etc.).
Rigorous Analysis Templates: Aligns summaries with top-tier conference review criteria (NeurIPS/ICML/ICLR/ACL).
Structured Output & Reproducibility: Produces a comprehensive report with critical sections and tracks prompts used for reproducibility.
Local File Storage: Saves summaries to organized directories with consistent naming conventions.
Dataset-focused Evaluation: Emphasizes datasets used for training and evaluation, including data provenance and impact on results.

Quick Start

Summarize a paper by providing title, authors, abstract, and topic to generate a topic-aware, structured academic summary.

Frequently Asked Questions about paper_summarize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I generate an academic paper summary aligned with top-tier conference standards?▼

To generate an academic paper summary aligned with top-tier conference standards, provide the title, authors, abstract, and topic. The system applies topic classification to select an SOP template and produces a structured critique.

Can I use topic classification to select a specific SOP template for research paper analysis?▼

Yes, topic classification is used to dynamically select an appropriate Standard Operating Procedure (SOP) template based on the paper type, such as method, dataset, or multimodal, ensuring a rigorous and topic-aware analysis.

What is the best way to critique research methodology and assess experimental reproducibility?▼

Critiquing research methodology and assessing experimental reproducibility requires applying a structured template that outputs a detailed methodology critique, an experimental assessment, and a reproducibility-focused prompt history.

Does this paper summarization approach evaluate dataset provenance and training data impact?▼

Yes, this paper summarization approach includes a dataset-focused evaluation that emphasizes the datasets used for training and evaluation, specifically analyzing data provenance and its impact on the results.

How do I save structured academic summaries to local files with consistent naming conventions?▼

Structured academic summaries are saved to organized local directories using consistent naming conventions, ensuring streamlined report generation and easy retrieval of the generated analysis outputs.