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Steerspeech: Activation Steering For Emotion Control In Generated Speech

Paper recorded by Signals 4 on 2026-10-07 in cs.LG. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-07 on arXiv · recorded by Signals 4 on 2026-10-08

Category: cs.LG · 机器学习 · first seen 2026-10-08

Abstract

Pretrained text-to-speech (TTS) models can generate expressive speech, but reliable inference-time emotion control remains challenging: prompts and reference audio offer coarse, inconsistent control, whereas specialized conditioning and model adaptation require costly training. We present SteerSpeech, a lightweight activation-steering framework that controls emotion by injecting steering vectors i

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#356 most recent of 762 cs.LG papers we have recorded · ↑ newer: Which Rollout Taught It That? BehaviorTrace and the Limits of Training · ↓ older: QF3: Fast Flow RL with Filtered Q-Gradients
Cite this page: Steerspeech: Activation Steering For Emotion Control In Generated Speech: the #356 most recent of 762 cs.LG papers we have recorded (as of 2026-10-07). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/steerspeech-activation-steering-for-emotion-control-in-generated-speech.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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