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cs.CL2026
Unfair and Unsafe: Everyday Bias Triggers Emergent Misalignment
Alex Martí Guiu, Nicolas Zumarraga, Kevin O'Sullivan +2
Emergent misalignment (EM) occurs when fine-tuning a language model to a narrow task makes it misaligned on unrelated ones. Because organizations now routinely fine-tune models on…
cs.LG2026
Building Fast, Evaluating Slow: Pipeline Choices Dominate Autointerpretability Score Variance
Sinie van der Ben, Neele Roch, Anna Hedström +1
Cross-paper comparison of sparse autoencoder (SAE) interpretability often relies on autointerpretability scores. In this evaluation pipeline, a language model (LM) explains each fe…