Abstract: In the context of the big data era, the extensive penetration of the Internet and the rapid development of database technology have led to an explosive growth in the amount of data generated ...

Abstract: This research proposes a high-accuracy bias detection framework for judicial decision-making by combining transformer-based legal NLP models with fairness-aware machine learning techniques.