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Markus Frohmann

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Review Aug 2026

SENSESHIFT: Continuous Sentiment-Controlled Text Generation via Encoder-based Mask Infilling

Recent controllable text generation (CTG) for sentiment control has largely focused on decoder-based large language models, making causal attention the dominant paradigm. While effective for fluent generation, these models still struggle to satisfy complex constraints and follow fine-grained sentiment signals specified...

Shahed Masoudian, Markus Frohmann, Emmanouil Karystinaios et al. · 0 citations

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