What types of academic documents can I evaluate?

The skill can evaluate full research papers (empirical or theoretical), research proposals, literature reviews, thesis chapters, and conference abstracts.

Can this skill provide quantitative scores for my paper?

Yes, it provides a 5-point quantitative scale across eight dimensions, including methodology, data analysis, and scholarly writing, to help you track improvements.

What is the ScholarEval framework?

ScholarEval is a research-grounded framework that evaluates scholarly work based on soundness (empirical validity) and contribution (advancement relative to prior research) using retrieval-augmented evidence.

Is this a replacement for human peer review?

No, it is designed to complement human expertise by providing structured, objective feedback and identifying issues early to improve a paper's quality before official submission.

Scholar Evaluation

Name: Scholar Evaluation
Author: Zehong-Wang

byZehong-Wang

0•

学习与文档

Evaluates scholarly research and academic papers using the structured ScholarEval framework for rigorous quality assessment.

The Scholar Evaluation skill implements the peer-reviewed ScholarEval framework to provide systematic, multidimensional analysis of research papers, proposals, and literature reviews. It goes beyond basic feedback by assessing specific dimensions such as methodological rigor, data integrity, and contribution novelty, offering both qualitative insights and quantitative scoring. Designed for researchers, students, and peer reviewers, it helps identify critical weaknesses, benchmarks publication readiness, and provides actionable recommendations to improve scholarly work across eight core quality dimensions.

主要功能

01Multi-dimensional evaluation covering methodology, analysis, and writing

02Publication readiness assessment for target journals and conferences

03Quantitative scoring using the 1-5 ScholarEval rubric

040 GitHub stars

05Actionable feedback prioritized by impact and feasibility

06Automated score calculation and visualization via integrated scripts

使用场景

01Reviewing an early-stage research draft to identify methodological gaps

02Providing structured, evidence-based feedback on a thesis or dissertation chapter

03Benchmarking a completed manuscript against top-tier publication standards

主要功能

01Multi-dimensional evaluation covering methodology, analysis, and writing

02Publication readiness assessment for target journals and conferences

03Quantitative scoring using the 1-5 ScholarEval rubric

040 GitHub stars

05Actionable feedback prioritized by impact and feasibility

06Automated score calculation and visualization via integrated scripts

使用场景

01Reviewing an early-stage research draft to identify methodological gaps

02Providing structured, evidence-based feedback on a thesis or dissertation chapter

03Benchmarking a completed manuscript against top-tier publication standards