What is the ScholarEval framework?

ScholarEval is a retrieval-augmented evaluation framework designed to assess research ideas and papers based on empirical soundness, contribution to the field, and methodological rigor.

Can I use this for conference paper submissions?

Yes, it is designed to identify gaps in research and improve publication readiness for competitive academic venues like IEEE, ACM, and arXiv.

Is it applicable to both STEM and Social Sciences?

While the framework is grounded in rigorous scientific standards, it is flexible enough to accommodate disciplinary norms across STEM, Social Sciences, and Humanities.

How does this skill help with scientific visuals?

The skill integrates with scientific-schematics to automatically generate publication-quality diagrams and flowcharts that represent your research methodology or findings.

Does it provide numerical scores for my work?

Yes, it includes an optional 5-point scoring system for each dimension (from 'Poor' to 'Excellent') to help track research quality improvements over time.

Scholar Evaluation & Academic Review

Name: Scholar Evaluation & Academic Review
Author: hyperbolic-c

byhyperbolic-c

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Learning & Documentation

Systematically evaluates scholarly work and research papers using the peer-reviewed ScholarEval framework for rigorous academic assessment.

This skill implements the ScholarEval framework to provide a structured, multi-dimensional assessment of research papers, proposals, and literature reviews. By analyzing key areas such as methodology, data collection, and analysis rigor, it offers both qualitative feedback and quantitative scoring to help researchers benchmark their work against publication standards. It is particularly useful for authors preparing submissions for top-tier journals or conferences who need an objective, evidence-based review of their scholarly contribution, technical execution, and writing clarity.

Key Features

01Quantitative scoring using a 5-point scale for objective benchmarking against publication standards

02Customizable evaluation scope tailored to different stages of work, from early drafts to final submissions

03Actionable, prioritized feedback that maps specific recommendations to document sections

041 GitHub stars

05Automated generation of scientific schematics and evaluation flowcharts to visualize research concepts

06Multi-dimensional assessment across 8 core research quality dimensions including methodology and analysis

Use Cases

01Benchmarking student theses or dissertations against established scholarly standards

02Pre-submission peer review for academic journals and international conferences

03Quality assessment of literature reviews and research methodology designs

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hyperbolic-c/auto-writing scholar-evaluation

For use in Claude.ai and ChatGPT

Download Skill