skills.rest
acefrost511
acefrost511COMMUNITY
Explore all skills by this author →
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
One-click install
npx skills add https://github.com/acefrost511/workmemory --skill paper-summarize-acefrost511
Or copy as Structured Prompt for Agent▼
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.

Related Skills

Explore More Education & Research Skills→
zizhenchen47-osszizhenchen47-oss

ljg-paper

Extract key ideas and practical meaning from research papers into markdown notes.

Community
Advanced
HwFeeHwFee

academic-deep-research

Execute two-cycle academic research workflows with APA 7th citations and user checkpoints.

Community
Advanced
LigphiDonkLigphiDonk
708

inno-deep-research

Synthesize multi-source information into cited literature reviews with provenance tracking.

Community
Advanced
aresbitaresbit
46

summarize

Summarize URLs, local files, and video transcripts into concise summaries.

Community
Intermediate