Author

Jia-Lu Li

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Preprint Sep 2026

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

This work investigates ESPnet-SpeechLM as a token-based backbone for generating SD hypotheses, formulating SD as autoregressive generation of structured tokens conditioned on acoustic input and shows that outputs generated by SpeechLMs encode useful temporal SD structure, but full-meeting SD remains limited by recordin...

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

Kairos is introduced, a video dataset for video-language modeling with time-resolved annotations that supports fine-grained evaluation, long-range modeling and reasoning, instruction data construction, representation learning, and video generation.

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