SMART first processes a subset of a series in a test-time training stage.
Adaptive agent teams improve translation across entire television series
SMART builds series-level memory and adjusts its agent prompts and routing to improve subtitle consistency across episodes.
Big Tech
Haibo Jin · Xinjie Li · Najmeh Sadoughi · Yang Liu · Yibo Wang · Zhu Liu · +1 more
University of Illinois Urbana-Champaign · Amazon
Research Digest··2 min read
Jin et al.
Why this paper
From Amazon and University of Illinois Urbana-Champaign
In one line
Self-evolving multi-agent translation with dynamic routing and judge-refiner feedback achieves state-of-the-art long-form subtitle translation.
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