Mary Shakkina C

Explainability and Reliability in Large Language Model Systems: A Survey of SHAP, LIME and Attention Frameworks

Increasing adoption of language models in sensitive sectors such as healthcare, finance, cybersecurity, education, etc., highlights the significance of developing transparent decision support systems. This paper reviews the use of explanation techniques for language and machine learning models, including SHAP, LIME, at...