Skip to content

Scoring Systems

4-Dimension Score (1.0-6.0, base 6.0 with deductions)

DimensionWeightPrimary Checks
Quality30%logic, bib, gbt7714
Clarity30%format, grammar, sentences, consistency, references, visual, figures
Significance20%logic, checklist
Originality20%deai, checklist

9-Dimension ScholarEval (1.0-10.0, optional via --scholar-eval)

v3.0: Now supports 9 dimensions with Literature Grounding. Use --literature-search for automated literature verification.

DimensionWeightSource
Soundness18%Script
Clarity13%Script
Presentation8%Script
Novelty13%LLM
Significance13%LLM
Reproducibility8%Mixed
Ethics5%LLM
Literature Grounding12%Mixed (NEW)
Overall10%Computed

See $SKILL_DIR/references/quality_rubrics.md for score-level descriptors and decision mapping.

Released under the MIT License.