Educational Content Rewriter
Rewrites confusing educational content in six targeted modes using Mistral 7B Instruct, with mode-specific prompts derived from fine-tuning experiments on ray-2908/educational-rewriter-lora.
Includes an audience suitability score (1–10) indicating who the rewrite is accessible to, and an iterative simplification loop — click "Simplify further" to keep reducing complexity.
Training repo: nlp-llm-journey | Fine-tuned model: ray-2908/educational-rewriter-lora
Mode guide
Default — General clarity improvement
Simpler — Remove jargon, plain language
Add Example — Add a domain-relevant example
Concise — Same meaning, fewer words
Step by Step — Break into numbered steps
Add Analogy — Add a real-world comparison
Try these examples
Built as part of the NLP/LLM Learning Journey — Phase 5 Capstone
Fine-tuned on 846 synthetic rewrite pairs | LLM-as-judge evaluation: 4.53/5.0 overall
Audience score formula: Flesch-Kincaid readability (40%) + jargon density (25%) + sentence complexity (20%) + concept density (15%)