CLAINEJan 10, 2017

OpenNMT: Open-Source Toolkit for Neural Machine Translation

arXiv:1701.02810v2225 citationsHas Code
AI Analysis

This provides a practical toolkit for researchers and practitioners in machine translation, though it is incremental as it builds on existing NMT methods.

The authors tackled the need for accessible tools in neural machine translation by developing OpenNMT, an open-source toolkit that emphasizes efficiency, modularity, and extensibility to support research, while achieving competitive performance with reasonable training requirements.

We describe an open-source toolkit for neural machine translation (NMT). The toolkit prioritizes efficiency, modularity, and extensibility with the goal of supporting NMT research into model architectures, feature representations, and source modalities, while maintaining competitive performance and reasonable training requirements. The toolkit consists of modeling and translation support, as well as detailed pedagogical documentation about the underlying techniques.

Code Implementations4 repos
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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