Neural Thickets gains traced to output diversity rather than weight experts
Perturb-Select-Vote on frozen models matches or beats full-weight perturbations on most reasoning tasks and helps vision under domain shift.
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Bag of Tricks or Bag of Myths? Reducing Modeling Complexity with Task Knowledge in Explainable Suicide Risk Assessment
Researchers audit 31 NLP techniques for clinician-annotated suicide risk prediction, finding only 5 of 31 comparisons yield reliable gains.