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Jia-Lu Li

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Preprint Sep 2026

Speech Language Models for Full-Meeting Speaker Diarization: Capabilities and Limitations

Recent advances in Speech Language Models (SpeechLMs), which integrate large language models with speech foundation models, have enabled unified sequence modeling of speech processing tasks. However, many SpeechLM-based approaches to speaker diarization (SD) are tightly coupled with automatic speech recognition (ASR) a...

Jia-Lu Li, Jinchuan Tian, Shinji Watanabe · 0 citations

#artificial intelligence Preprint Sep 2026

Kairos: A Dataset for Fine-Grained Video-Language Modeling over Space, Time, and Dynamics

Many emerging video language modeling tasks require systems to move beyond clip-level abstraction and model visual content as it unfolds over extended time horizons. However, most existing video datasets rely on coarse or sparsely aligned supervision, which compresses temporal variation and limits the ability of models...

Ruibo Ming, Lei Sun, De-Heng Zhang et al. · 0 citations