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Preprint Oct 2026

InteractionBench: A Real-Time Interaction Benchmark for Streaming Video Systems

A video assistant must speak when its instruction warrants a response and stay silent otherwise. We introduce a benchmark that evaluates this decision for the complete system of model, memory, and response controller. InteractionBench covers query responses, event triggers, and ongoing updates in 1,060 interactions ove...

En-Xin Song, Su-Hao Yu, Yi-Fei Xu et al. · 0 citations
#natural language process... Preprint Sep 2026

Learning from Teacher Continuations at Student States

We present OLIVE (OnLine InterVEntion). At each iteration, the evolving student policy generates a new prefix, the teacher continues it autoregressively, and the student is updated using cross-entropy computed on the teacher-generated tokens. Each design choice targets a corresponding limitation of existing distillatio...

Hao-Jin Wang, Dylan Zhang, Huai-Bo Chen et al. · 0 citations

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