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#artificial intelligence Open access May 2025

Localizing Persona Representations in LLMs

It is found that, across multiple pre-trained decoder-only LLMs, the analyzed personas show large differences in representation space only within the final third of the decoder layers.

C. Cintas, M. Rateike, Erik Miehling et al. · 3 citations
#artificial intelligence Preprint Jun 2025

Calibrating Lightweight Sparse Autoencoder Feature Steering

This work introduces ContrastSteer, a complementary heuristic that measures whether post-steering activations emphasize weakly aligned features, thus indicating off-target or nonsensical outputs, and introduces contamination, a complementary heuristic that distinguishes successful steering, under-steering, and over-ste...

Ananya Joshi, C. Cintas, Skyler Speakman · 1 citation

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