Edit Aware Representation Learning via Levenshtein Prediction insights WS

Edison Marrese-taylor | Machel Reid | Alfredo Solano |

On the Role of Parallel Data in Cross-lingual Transfer Learning F i n d i n g s - A C L

Machel Reid | Mikel Artetxe |

mmT5: Modular Multilingual Pre-Training Solves Source Language Hallucinations F i n d i n g s - E M N L P

Jonas Pfeiffer | Francesco Piccinno | Massimo Nicosia | Xinyi Wang | Machel Reid | Sebastian Ruder |

On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL insights

Itsuki Okimura | Machel Reid | Makoto Kawano | Yutaka Matsuo |

PARADISE: Exploiting Parallel Data for Multilingual Sequence-to-Sequence Pretraining NAACL

Machel Reid | Mikel Artetxe |

A Few Thousand Translations Go a Long Way! Leveraging Pre-trained Models for African News Translation NAACL

David Adelani | Jesujoba Alabi | Angela Fan | Julia Kreutzer | Xiaoyu Shen | Machel Reid | Dana Ruiter | Dietrich Klakow | Peter Nabende | Ernie Chang | Tajuddeen Gwadabe | Freshia Sackey | Bonaventure F. P. Dossou | Chris Emezue | Colin Leong | Michael Beukman | Shamsuddeen Muhammad | Guyo Jarso | Oreen Yousuf | Andre Niyongabo Rubungo | Gilles Hacheme | Eric Peter Wairagala | Muhammad Umair Nasir | Benjamin Ajibade | Tunde Ajayi | Yvonne Gitau | Jade Abbott | Mohamed Ahmed | Millicent Ochieng | Anuoluwapo Aremu | Perez Ogayo | Jonathan Mukiibi | Fatoumata Ouoba Kabore | Godson Kalipe | Derguene Mbaye | Allahsera Auguste Tapo | Victoire Memdjokam Koagne | Edwin Munkoh-Buabeng | Valencia Wagner | Idris Abdulmumin | Ayodele Awokoya | Happy Buzaaba | Blessing Sibanda | Andiswa Bukula | Sam Manthalu |

M2D2: A Massively Multi-Domain Language Modeling Dataset EMNLP

Machel Reid | Victor Zhong | Suchin Gururangan | Luke Zettlemoyer |

Learning to Model Editing Processes F i n d i n g s - E M N L P

Machel Reid | Graham Neubig |

Low-Resource Machine Translation Using Cross-Lingual Language Model Pretraining AmericasNLP NAACL

Francis Zheng | Machel Reid | Edison Marrese-Taylor | Yutaka Matsuo |

AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages EMNLP

Machel Reid | Junjie Hu | Graham Neubig | Yutaka Matsuo |

LEWIS: Levenshtein Editing for Unsupervised Text Style Transfer Findings

Machel Reid | Victor Zhong |

Subformer: Exploring Weight Sharing for Parameter Efficiency in Generative Transformers EMNLP Findings

Machel Reid | Edison Marrese-Taylor | Yutaka Matsuo |

VCDM: Leveraging Variational Bi-encoding and Deep Contextualized Word Representations for Improved Definition Modeling EMNLP

Machel Reid | Edison Marrese-Taylor | Yutaka Matsuo |