Use of English

Judging by Algorithms

In debates about AI-driven judicial systems, rarely (0) IS the discussion confined to technical efficiency alone. Not only (1) .......... such systems promise consistency, but they also raise a troubling ethical paradox: by stripping out human prejudice, they may merely replace it with statistical opacity. Some scholars argue that, but (2) .......... the aura of objectivity surrounding algorithmic tools, courts would be far less willing to hand over moral discretion to them. Others warn that judges must scrutinise the data on which such systems are trained, lest hidden biases be smuggled (3) .......... under the guise of neutrality. So intricate are the feedback loops involved that even when an error is identified, it may prove difficult to trace exactly where it stems (4) ........... Nor should we assume that transparency, valuable though it is, automatically settles the matter; a system may be fully explainable and yet still offend (5) .......... basic principles of justice. What makes the issue especially acute is that legal reasoning depends not only on rules but also on interpretation, mercy and context, none of which can easily be factored (6) .......... by a model trained on past decisions. Were society to rely unquestioningly on such tools, it might wake up too late to the fact that accountability had been designed (7) ........... In the end, the gravest danger may lie not in what these systems do, but in what human institutions gradually cease to answer (8) .......... once they are in place.