Language Model Decoding as Likelihood–Utility Alignment F i n d i n g s - E A C L

Martin Josifoski | Maxime Peyrard | Frano Rajič | Jiheng Wei | Debjit Paul | Valentin Hartmann | Barun Patra | Vishrav Chaudhary | Emre Kiciman | Boi Faltings |

Performance and Risk Trade-offs for Multi-word Text Prediction at Scale F i n d i n g s - E A C L

Aniket Vashishtha | S Sai Prasad | Payal Bajaj | Vishrav Chaudhary | Kate Cook | Sandipan Dandapat | Sunayana Sitaram | Monojit Choudhury |

Everything you need to know about Multilingual LLMs: Towards fair, performant and reliable models for languages of the world ACL

Sunayana Sitaram | Monojit Choudhury | Barun Patra | Vishrav Chaudhary | Kabir Ahuja | Kalika Bali |

DUBLIN: Visual Document Understanding By Language-Image Network EMNLP

Kriti Aggarwal | Aditi Khandelwal | Kumar Tanmay | Owais Khan Mohammed | Qiang Liu | Monojit Choudhury | Hardik Chauhan | Subhojit Som | Vishrav Chaudhary | Saurabh Tiwary |

A Length-Extrapolatable Transformer ACL

Yutao Sun | Li Dong | Barun Patra | Shuming Ma | Shaohan Huang | Alon Benhaim | Vishrav Chaudhary | Xia Song | Furu Wei |

Beyond English-Centric Bitexts for Better Multilingual Language Representation Learning ACL

Barun Patra | Saksham Singhal | Shaohan Huang | Zewen Chi | Li Dong | Furu Wei | Vishrav Chaudhary | Xia Song |

OCR Improves Machine Translation for Low-Resource Languages ACL Findings

Oana Ignat | Jean Maillard | Vishrav Chaudhary | Francisco Guzmán |

AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages ACL

Abteen Ebrahimi | Manuel Mager | Arturo Oncevay | Vishrav Chaudhary | Luis Chiruzzo | Angela Fan | John Ortega | Ricardo Ramos | Annette Rios | Ivan Vladimir Meza Ruiz | Gustavo Giménez-Lugo | Elisabeth Mager | Graham Neubig | Alexis Palmer | Rolando Coto-Solano | Thang Vu | Katharina Kann |

Alternative Input Signals Ease Transfer in Multilingual Machine Translation ACL

Simeng Sun | Angela Fan | James Cross | Vishrav Chaudhary | Chau Tran | Philipp Koehn | Francisco Guzmán |

The Flores-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation TACL

Naman Goyal | Cynthia Gao | Vishrav Chaudhary | Peng-Jen Chen | Guillaume Wenzek | Da Ju | Sanjana Krishnan | Marc’Aurelio Ranzato | Francisco Guzmán | Angela Fan |

How Robust is Neural Machine Translation to Language Imbalance in Multilingual Tokenizer Training? AMTA

Shiyue Zhang | Vishrav Chaudhary | Naman Goyal | James Cross | Guillaume Wenzek | Mohit Bansal | Francisco Guzman |

MLQE-PE: A Multilingual Quality Estimation and Post-Editing Dataset LREC

Marina Fomicheva | Shuo Sun | Erick Fonseca | Chrysoula Zerva | Frédéric Blain | Vishrav Chaudhary | Francisco Guzmán | Nina Lopatina | Lucia Specia | André F. T. Martins |

Data Selection Curriculum for Neural Machine Translation F i n d i n g s - E M N L P

Tasnim Mohiuddin | Philipp Koehn | Vishrav Chaudhary | James Cross | Shruti Bhosale | Shafiq Joty |

Few-shot Learning with Multilingual Generative Language Models EMNLP

Xi Victoria Lin | Todor Mihaylov | Mikel Artetxe | Tianlu Wang | Shuohui Chen | Daniel Simig | Myle Ott | Naman Goyal | Shruti Bhosale | Jingfei Du | Ramakanth Pasunuru | Sam Shleifer | Punit Singh Koura | Vishrav Chaudhary | Brian O’Horo | Jeff Wang | Luke Zettlemoyer | Zornitsa Kozareva | Mona Diab | Veselin Stoyanov | Xian Li |

WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia EACL

Holger Schwenk | Vishrav Chaudhary | Shuo Sun | Hongyu Gong | Francisco Guzmán |

Quality Estimation without Human-labeled Data EACL

Yi-Lin Tuan | Ahmed El-Kishky | Adithya Renduchintala | Vishrav Chaudhary | Francisco Guzmán | Lucia Specia |

Self-training Improves Pre-training for Natural Language Understanding NAACL

Jingfei Du | Edouard Grave | Beliz Gunel | Vishrav Chaudhary | Onur Celebi | Michael Auli | Veselin Stoyanov | Alexis Conneau |

Findings of the AmericasNLP 2021 Shared Task on Open Machine Translation for Indigenous Languages of the Americas AmericasNLP NAACL

Manuel Mager | Arturo Oncevay | Abteen Ebrahimi | John Ortega | Annette Rios | Angela Fan | Ximena Gutierrez-Vasques | Luis Chiruzzo | Gustavo Giménez-Lugo | Ricardo Ramos | Ivan Vladimir Meza Ruiz | Rolando Coto-Solano | Alexis Palmer | Elisabeth Mager-Hois | Vishrav Chaudhary | Graham Neubig | Ngoc Thang Vu | Katharina Kann |

Multilingual Translation from Denoising Pre-Training Findings

Yuqing Tang | Chau Tran | Xian Li | Peng-Jen Chen | Naman Goyal | Vishrav Chaudhary | Jiatao Gu | Angela Fan |

Findings of the WMT 2021 Shared Task on Quality Estimation EMNLP WMT

Lucia Specia | Frédéric Blain | Marina Fomicheva | Chrysoula Zerva | Zhenhao Li | Vishrav Chaudhary | André F. T. Martins |

Findings of the WMT 2021 Shared Task on Large-Scale Multilingual Machine Translation EMNLP WMT

Guillaume Wenzek | Vishrav Chaudhary | Angela Fan | Sahir Gomez | Naman Goyal | Somya Jain | Douwe Kiela | Tristan Thrush | Francisco Guzmán |

Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications EMNLP

Shuo Sun | Ahmed El-Kishky | Vishrav Chaudhary | James Cross | Lucia Specia | Francisco Guzmán |

Adapting High-resource NMT Models to Translate Low-resource Related Languages without Parallel Data ACL IJCNLP

Wei-Jen Ko | Ahmed El-Kishky | Adithya Renduchintala | Vishrav Chaudhary | Naman Goyal | Francisco Guzmán | Pascale Fung | Philipp Koehn | Mona Diab |

Findings of the 2021 Conference on Machine Translation (WMT21) EMNLP WMT

Farhad Akhbardeh | Arkady Arkhangorodsky | Magdalena Biesialska | Ondřej Bojar | Rajen Chatterjee | Vishrav Chaudhary | Marta R. Costa-jussa | Cristina España-Bonet | Angela Fan | Christian Federmann | Markus Freitag | Yvette Graham | Roman Grundkiewicz | Barry Haddow | Leonie Harter | Kenneth Heafield | Christopher Homan | Matthias Huck | Kwabena Amponsah-Kaakyire | Jungo Kasai | Daniel Khashabi | Kevin Knight | Tom Kocmi | Philipp Koehn | Nicholas Lourie | Christof Monz | Makoto Morishita | Masaaki Nagata | Ajay Nagesh | Toshiaki Nakazawa | Matteo Negri | Santanu Pal | Allahsera Auguste Tapo | Marco Turchi | Valentin Vydrin | Marcos Zampieri |

Unsupervised Cross-lingual Representation Learning at Scale ACL

Alexis Conneau | Kartikay Khandelwal | Naman Goyal | Vishrav Chaudhary | Guillaume Wenzek | Francisco Guzmán | Edouard Grave | Myle Ott | Luke Zettlemoyer | Veselin Stoyanov |

An Exploratory Study on Multilingual Quality Estimation AACL

Shuo Sun | Marina Fomicheva | Frédéric Blain | Vishrav Chaudhary | Ahmed El-Kishky | Adithya Renduchintala | Francisco Guzmán | Lucia Specia |

Findings of the WMT 2020 Shared Task on Machine Translation Robustness EMNLP WMT

Lucia Specia | Zhenhao Li | Juan Pino | Vishrav Chaudhary | Francisco Guzmán | Graham Neubig | Nadir Durrani | Yonatan Belinkov | Philipp Koehn | Hassan Sajjad | Paul Michel | Xian Li |

Unsupervised Quality Estimation for Neural Machine Translation TACL

Marina Fomicheva | Shuo Sun | Lisa Yankovskaya | Frédéric Blain | Francisco Guzmán | Mark Fishel | Nikolaos Aletras | Vishrav Chaudhary | Lucia Specia |

BERGAMOT-LATTE Submissions for the WMT20 Quality Estimation Shared Task EMNLP WMT

Marina Fomicheva | Shuo Sun | Lisa Yankovskaya | Frédéric Blain | Vishrav Chaudhary | Mark Fishel | Francisco Guzmán | Lucia Specia |

Findings of the WMT 2020 Shared Task on Parallel Corpus Filtering and Alignment EMNLP WMT

Philipp Koehn | Vishrav Chaudhary | Ahmed El-Kishky | Naman Goyal | Peng-Jen Chen | Francisco Guzmán |

CCAligned: A Massive Collection of Cross-Lingual Web-Document Pairs EMNLP

Ahmed El-Kishky | Vishrav Chaudhary | Francisco Guzmán | Philipp Koehn |

Findings of the WMT 2020 Shared Task on Quality Estimation EMNLP WMT

Lucia Specia | Frédéric Blain | Marina Fomicheva | Erick Fonseca | Vishrav Chaudhary | Francisco Guzmán | André F. T. Martins |

CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data LREC

Guillaume Wenzek | Marie-Anne Lachaux | Alexis Conneau | Vishrav Chaudhary | Francisco Guzmán | Armand Joulin | Edouard Grave |

The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English EMNLP

Francisco Guzmán | Peng-Jen Chen | Myle Ott | Juan Pino | Guillaume Lample | Philipp Koehn | Vishrav Chaudhary | Marc’Aurelio Ranzato |

Facebook AI’s WAT19 Myanmar-English Translation Task Submission EMNLP WS

Peng-Jen Chen | Jiajun Shen | Matthew Le | Vishrav Chaudhary | Ahmed El-Kishky | Guillaume Wenzek | Myle Ott | Marc’Aurelio Ranzato |

Findings of the WMT 2019 Shared Task on Parallel Corpus Filtering for Low-Resource Conditions ACL WMT WS

Philipp Koehn | Francisco Guzmán | Vishrav Chaudhary | Juan Pino |

Low-Resource Corpus Filtering Using Multilingual Sentence Embeddings ACL WMT WS

Vishrav Chaudhary | Yuqing Tang | Francisco Guzmán | Holger Schwenk | Philipp Koehn |