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ReflectMT: Internalizing Reflection for Efficient and High-Quality Machine Translation

ReflectMT internalizes translation reflection into direct inference via two-stage reinforcement learning, outperforming multi-step reasoning models with 94% fewer tokens.

Kunquan Li, Yingxue Zhang, Zhibin Lan, Fandong Meng and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5