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Michael Jungo

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Book Open access Jul 2026

The Price of Reasoning: Cost-Quality Tradeoffs in Reinforcement Learning for Neural Machine Translation

This work investigates the importance of including the model's reasoning trace in the generated responses during both training and inference by systematically omitting it from one of the phases and shows that including the reasoning, specifically during inference, has a positive effect on the overall translation quality.

Michael Jungo, Aixiu An · 0 citations
Preprint Jul 2026

Reasoning Before Translation: Enhancing Legal Machine Translation with Structured Reasoning

The results show that the quality of small ``base'' models can be greatly enhanced, and that reinforcement learning with verifiable rewards can be applied to NMT in the legal domain and surpasses the translation quality of supervised fine-tuning.

Aixiu An, Michael Jungo, Eloi Eynard et al. · 0 citations