Explainable LLM-Based Framework for Requirement Quality Assessment, Defect Detection and Verification

An explainable LLM-based framework that assesses requirement quality and detects and verifies defects.

An explainable LLM-based framework that assesses requirement quality and detects and verifies defects. This reference project walks through the whole job, from the problem and the design to the build and the evaluation, so that a developer can study how it works, run it and extend it.

It suits learners who want to practise engineering discipline: requirements, design, implementation, automated testing and measuring software quality.

The main parts are explanations of each result (feature importance or visual evidence), a clear requirements and design document, the working implementation, automated tests with quality metrics, and a report on what the measurements show. The reference build uses LLM APIs, SHAP, Python, Git, and Docker, with a clear project structure, setup instructions and sample data so that it can be run and extended.