SMART first processes a subset of a series in a test-time training stage.
Adaptive agent teams improve consistency in long-form subtitle translation
SMART builds series-level memory and adjusts its agent prompts and routing before translating the rest of a series.
Big Tech
Haibo Jin · Xinjie Li · Najmeh Sadoughi · Yang Liu · Yibo Wang · Zhu Liu · +1 more
University of Illinois Urbana-Champaign · Amazon
Research Digest··3 min read
Thread:Multi-Agent Coordination
Jin et al.
Why this paper
From Amazon and University of Illinois Urbana-Champaign · Part of Multi-Agent Coordination, now 33 papers
In one line
SMART self-evolving multi-agent system improves long-form subtitle translation across 15 locales, reducing penalty by 6.9%.
What we could check
- ·No code link found
- ·No weights link found
- ·No dataset link found
- ·No compute details found
- ·No stated limitations found
- ✓Reports numbers on named benchmarks (3 benchmarks)
Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.
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