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Awesome papers and codes for Simultaneous Machine Translation

Awosome_SimultaneousTranslation Fixed Policies Can neural machine translation do simultaneous translation?, 2016, [paper] ⭐ ⭐ ⭐ STACL: Simultaneous Tr
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Category: Python / Deep Learning
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Last update: Dec 6, 2021
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https://github.com/js-lee-AI/Awesome_SimultaneousTranslation

Awosome_SimultaneousTranslation

Fixed Policies

  • Can neural machine translation do simultaneous translation?, 2016, [paper] ⭐ ⭐ ⭐
  • STACL: Simultaneous Translation with Implicit Anticipation and Controllable Latency using Prefix-to-Prefix Framework, ACL 2018, [paper] ⭐ ⭐ ⭐ ⭐ ⭐

Adaptive (Learnable) Policies

Reinforcement Learning based

  • Don’t Until the Final Verb Wait: Reinforcement Learning for Simultaneous Machine Translation, EMNLP 2014, [paper] ⭐ ⭐
  • Simultaneous Translation with Flexible Policy via Restricted Imitation Learning, ACL 2019, [paper] ⭐ ⭐ ⭐
  • Learning Coupled Policies for Simultaneous Machine Translation using Imitation Learning, 2020, [paper]

Attention based

  • Online and Linear-Time Attention by Enforcing Monotonic Alignments, ICML 2017, [paper] [code] ⭐ ⭐ ⭐
  • Monotonic Chunkwise Attention (MoCha attention), ICLR 2017, [paper] [code] ⭐ ⭐ ⭐
  • Monotonic Infinite Lookback Attention for Simultaneous Machine Translation (MILk attention), ACL 2019, [paper] ⭐ ⭐
  • Monotonic Multihead Attention (MMA attention), 2020, by facebook, [paper] [code] ⭐ ⭐ ⭐

Others

  • Simpler and Faster Learning of Adaptive Policies for Simultaneous Translation, EMNLP 2019, [paper] ⭐ ⭐ ⭐
  • Simultaneous Translation Policies: From Fixed to Adaptive, 2020 [paper] ⭐ ⭐ ⭐

Decoding strategies

  • Incremental Decoding and Training Methods for Simultaneous Translation in Neural Machine Translation, NAACL 2018, [paper] ⭐ ⭐
  • Re-translation versus Streaming for Simultaneous Translation, IWSLT 2020, [paper]
  • Speculative beam search for simultaneous translation, EMNLP 2019, [paper]
  • Prediction Improves Simultaneous Neural Machine Translation, EMNLP 2018, [paper]

Simultaneous Speech Translations

  • SimulSpeech: End-to-End Simultaneous Speech to Text Translation, ACL 2020, [paper] ⭐ ⭐

Surveys

  • Transforming Neural Machine Translation Into Simultaneous Text and Speech Translation, 2021 [paper] ⭐ ⭐

Contents

    OpenNMT Open Source Neural Machine Translation in PyTorch
    SXKDZ A curated list for awesome self-supervised learning for graphs.
    dragen1860 A curated list of AutoML papers/tutorials/slides etc.
    yueliu1999 Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).
    coder-duibai A comprehensive list of Awesome Contrastive Learning Papers&Codes.Research include, but are not limited to: CV, NLP, Audio, Video, Multimodal, Graph, Language, etc.
    neulab eXtensible Neural Machine Translation
    artetxem Unsupervised Neural Machine Translation
    facebookresearch Phrase-Based & Neural Unsupervised Machine Translation
    lmthang State-of-the-art Neural Machine Translation Codebase including Hybrid Word-character Models
    zysszy Improving Machine Translation Systems via Isotopic Replacement
    sbrugman Papers about deep learning ordered by task, date. Current state-of-the-art papers are labelled.
    cedrickchee Awesome machine learning model compression research papers, tools, and learning material.
    MLforHealth S2SD - Simultaneous Similarity-based Self-Distillation for Deep Metric Learning
    castacks TartanAir dataset: AirSim Simulation Dataset for Simultaneous Localization and Mapping
    KingsMentor Language Translation wrapper on Google Translate, DeepL and other custom translation engine in Android
    beyondcode Add inline translation capabilities to your Laravel application.
    zdzhaoyong A General Simultaneous Localization and Mapping Framework which supports feature based or direct method and different sensors including monocular camera, RGB-D sensors or any other input types can be handled.
    abunchofhacks Epicinium is a strategy game with simultaneous turns where nature is a finite resource
    MIC-DKFZ nnDetection - Simultaneous localisation and categorization of objects in medical images
    flowjs A JavaScript library providing multiple simultaneous, stable, fault-tolerant and resumable/restartable file uploads via the HTML5 File API.
    SeisPider Tools used for performing Simultaneous inversion for surface wave phase velocity and earthquake centroid parameters
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