doubao-academic-evaluator

Evaluates research ideas and reviews paper drafts with severity-ranked feedback.

2|Updated Aug 9, 2026
One-click install
npx skills add https://github.com/DeepJH/doubao-skill-and-info --skill doubao-academic-evaluator-deepjh
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: doubao-academic-evaluator
Source: https://github.com/DeepJH/doubao-skill-and-info/tree/main/skills/doubao-academic-evaluator
Command: npx skills add https://github.com/DeepJH/doubao-skill-and-info --skill doubao-academic-evaluator-deepjh

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Researchers often lack an honest, experienced reviewer before committing months to an idea or submitting a paper. This Skill acts as a senior professor who diagnoses research ideas and pre-submission drafts, identifying fatal flaws and giving clear go/no-go verdicts without rewriting the work itself. ## Core Features & Use Cases - Idea Evaluation: Scores a research idea across five dimensions (accuracy, speed, robustness, cost, breadth), checks ten classes of fatal flaws, verifies novelty via scholar_search, and concludes with "worth doing / revise first / change direction". - Pre-Submission Review: Reviews a finished draft layer by layer (logic chain, claim-evidence alignment, novelty, language, AI-tone patterns, figures, LaTeX formatting), ranking every issue as critical, major, or minor with exact locations in the text. - Cross-Disciplinary Frameworks: Routes non-STEM work (humanities, social science, finance/economics, law) to domain-appropriate evaluation dimensions and fatal-flaw lists instead of applying STEM criteria. - Use Case: Before submitting to a conference, paste your draft and ask for a review; you receive a prioritized issue list with quoted evidence, concrete fixes, and a clear submission recommendation. ## Quick Start Ask the assistant to review your attached paper draft before submission and list the critical issues that could cause rejection.

Frequently Asked Questions about doubao-academic-evaluator

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

FAQPage Schema
How do I evaluate whether a research idea is worth pursuing?

Describe your idea and ask for an evaluation. The Skill restates the contribution, checks ten classes of fatal flaws, scores five dimensions from a default of 5 with evidence required for higher scores, and concludes with worth doing, revise first, or change direction.

How to review a paper draft before conference submission?

Provide the draft and ask for a pre-submission review. The Skill checks the introduction argument chain, claim-evidence alignment, novelty via scholar_search, language issues, AI-tone words, figures, and LaTeX formatting, ranking each issue as critical, major, or minor with exact locations.

Does the evaluation work for humanities or social science research?

Yes. The Skill detects the research paradigm by method, not discipline name, and switches to domain-specific frameworks for humanities, empirical social science, finance/economics, and law, each with its own scoring dimensions and fatal-flaw lists.

Can it rewrite or polish my paper after the review?

No. This Skill only diagnoses and recommends; it never rewrites text or creates figures. When rewriting is needed, it points you to the companion skill doubao-academic-polish for drafting and polishing work.

How does it verify novelty without inventing citations?

It uses scholar_search with 2-3 keyword sets derived from your idea, compares the 3-5 closest published works along explicit difference axes, and caps total cited references at 15. Search metadata is never used to fabricate experimental numbers.