So here the test was effectively given a set of relevant facts, can we influence the way a judge (or LLM) rules based on superfluous facts. The judges were either confused or swayed by the superfluous facts. The LLM was not. The matter was one where the outcome should have been determinative, not judgment-based, under US law.