Author

Shahed Masoudian

Johannes Kepler University

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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

Preprint Aug 2026

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend

Benchmark scores are reported as properties of a model, yet the inference framework used to produce them, such as HuggingFace, vLLM, or Ollama, are considered non-influential and their names and versions are almost never disclosed. In this work we investigate how much this choice can influence the model output. In a fu...

Shahed Masoudian, Passant Shafaei, Monorama Swain et al. · 0 citations