mlsanityData to 7 Oct 2026

The Sockeye 2 Neural Machine Translation Toolkit at AMTA 2020

arXiv 2008.04885 ↗First posted 11 Aug 2020cs.CLcited by 16

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Abstract (arXiv)

We present Sockeye 2, a modernized and streamlined version of the Sockeye neural machine translation (NMT) toolkit. New features include a simplified code base through the use of MXNet's Gluon API, a focus on state of the art model architectures, distributed mixed precision training, and efficient CPU decoding with 8-bit quantization. These improvements result in faster training and inference, higher automatic metric scores, and a shorter path from research to production.

Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Aug 2020.

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Citing papers per year: 2021: 5; 2022: 8; 2023: 1; 2024: 2.

16 papers.

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  1. 2021Understanding the Properties of Minimum Bayes Risk Decoding in Neural Machine Translationcited by 56
  2. 2021XFORMAL: A Benchmark for Multilingual Formality Style Transfercited by 51
  3. 2022Transfer Learning Approaches for Building Cross-Language Dense Retrieval Modelscited by 36
  4. 2022CoCoA-MT: A Dataset and Benchmark for Contrastive Controlled MT with Application to Formalitycited by 24
  5. 2022Neural Approaches to Multilingual Information Retrievalcited by 18
  6. 2022C3: Continued Pretraining with Contrastive Weak Supervision for Cross Language Ad-Hoc Retrievalcited by 14
  7. 2022A baseline revisited: Pushing the limits of multi-segment models for context-aware translationcited by 11
  8. 2021Beyond Noise: Mitigating the Impact of Fine-grained Semantic Divergences on Neural Machine Translationcited by 9
  9. 2022Improving Retrieval Augmented Neural Machine Translation by Controlling Source and Fuzzy-Match Interactionscited by 7
  10. 2021On Biasing Transformer Attention Towards Monotonicitycited by 5
  11. 2024Investigating Neural Machine Translation for Low-Resource Languages: Using Bavarian as a Case Studycited by 5
  12. 2023Machine Translation Impact in E-commerce Multilingual Searchcited by 4
4 more
  1. 2022The Devil is in the Details: On the Pitfalls of Vocabulary Selection in Neural Machine Translationcited by 3
  2. 2022Sockeye 3: Fast Neural Machine Translation with PyTorchcited by 3
  3. 2024Distillation for Multilingual Information Retrievalcited by 3
  4. 2021Faithful Target Attribute Prediction in Neural Machine Translationcited by 2