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News/Trajectory-Guided Steering: Mitigating Spurious Feature Bias in Clinical Classification
arxiv
PublishedOctober 19, 2026 at 4:00 AM

Trajectory-Guided Steering: Mitigating Spurious Feature Bias in Clinical Classification

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arXiv:2610.22618v1 Announce Type: new Abstract: Large language models rely on spurious features in clinical classification: swapping a single gender token in clinical notes alters gender-irrelevant diagnoses in up to 53.5% of cases. Existing inference-time corrections either need counterfactual data

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