As Large Language Models increasingly shape professional discourse—legal proceedings, cross-border documentation, and professional education—questions of linguistic equity and algorithmic accountability become urgent. The book develops a computational framework for evaluating fairness in AI-mediated institutional communication.The book introduces a transformer-based benchmarking architecture designed to measure communicative competence and fairness across multilingual institutional...

This book presents the findings from an original research study on court interpreting in the disciplines of humanities and social sciences. It argues that the interpretations of the manner of speech in court can have implications on the accuracy of court interpreting and thus, on procedural justice. The right to a fair representation in one’s language of choice is a crucial aspect of linguistic equity and procedural justice. However, little has been researched about how lawyer questions an...

This book presents the findings from original research about court interpreting in the disciplines of humanities and social sciences from a linguistic perspective. It argues that the interpretations of the manner of speech in court can have implications for the accuracy of court interpreting and thus procedural justice.The right to a fair representation in one’s language of choice is a crucial aspect of linguistic equity and procedural justice. However, little has been researched a...

"The Way" is a chronicle of Teacher Yi Ran's genuine life experiences, segmented into nine distinct parts.Part One: "Darkness"Times of joy and sorrow, woes compounded,Life's unpredictable, worldly affairs fickle.From birth till forty, a journey at death's brink,An indescribable odyssey of hardship.Part Two: "Ignite"Dawn breaks just as hope wanes!Part Three: "People"Filial piety, brotherly respect, loyalty, and trust,A...