Paraphrase Quality Scorer
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❖ NLP & Text Analysis

Paraphrase Quality & Fluency Scorer

v1.0 documentation

Score paraphrased text for fluency, meaning preservation, and naturalness. Catch bad rewrites that hurt readability.

XLSX export
paraphrase_quality_scorer.py107 lines5 paramsPython 3.8+
Quick start
1

Install

terminal
pip install -r requirements.txt
2

Run

terminal
python paraphrase_quality_scorer.py --original original.txt --paraphrase rewrite.txt
terminal
python paraphrase_quality_scorer.py --original-text "Original..." --paraphrase-text "Rewrite..."
3

Export

Add --output report.xlsx to save results as a spreadsheet.

Parameters
FlagDescription
--originalOriginal text file
--paraphraseParaphrased text file
--original-textOriginal text
--paraphrase-textParaphrase text
--outputOutput
help
python paraphrase_quality_scorer.py --help
Use cases
Content quality audit
Writer evaluation
Client deliverable

Run across all your blog posts to score quality. Sort by score in the XLSX export, then prioritize rewrites for the lowest-scoring pages.

Before publishing freelance content, run this tool to check quality signals. Use specific metrics as concrete feedback for writers.

Include the analysis in your SEO audit report. Clients appreciate data-backed recommendations over subjective opinions.

Dependencies

Requires: numpy, pandas, scikit-learn, sentence-transformers. All included in requirements.txt.

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AAIO Inc — aaioinc.com/tools/paraphrase_quality_scorer/