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A. Benazir

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#machine learning Preprint Oct 2026

Steerspeech: Activation Steering For Emotion Control In Generated Speech

SteerSpeech is presented, a lightweight activation-steering framework that controls emotion by injecting steering vectors into hidden activations that encourages monotonic emotion control while preserving speaker identity and linguistic content, constraining steering drift, and keeping the TTS backbone frozen.

A. Benazir, Darius Petermann, Felix Xiaozhu Lin et al. · 0 citations
Preprint Aug 2026

Benchmarking Composable Compression Techniques in Mixture-of-Experts LLMs

The results reveal non-trivial interactions among compression methods: composable compression cannot be predicted from standalone techniques, compression rate alone does not reliably predict quality loss or runtime gain, expert pruning is the dominant degradation source, and average quality can hide workload and archit...

A. Benazir, Chen Chen, Rongxiao Qu et al. · 0 citations

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