Davis Liang

Selected Publications

Please refer to my Google Scholar for a full list of publications

(*=equal contribution)

1. Arxiv

   XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language Models

   Liang, Davis, Gonen, Hila, Mao, Yuning, Hou, Rui, Goyal, Naman, Ghazvininejad, Marjan, Zettlemoyer, Luke, and Khabsa, Madian

   EMNLP 2023 2023

   Bib HTML

   @article{liang2023xlmv,
     title = {XLM-V: Overcoming the Vocabulary Bottleneck in Multilingual Masked Language Models},
     author = {Liang, Davis and Gonen, Hila and Mao, Yuning and Hou, Rui and Goyal, Naman and Ghazvininejad, Marjan and Zettlemoyer, Luke and Khabsa, Madian},
     journal = {EMNLP 2023},
     year = {2023},
     abbr = {Arxiv},
     html = {https://arxiv.org/pdf/2301.10472.pdf},
     bibtex_show = {true},
     selected = {true}
   }

2. Arxiv

   The BELEBELE Benchmark: a Parallel Reading Comprehension Dataset in 122 Language Variants

   Bandarkar, Lucas, Liang, Davis, Muller, Benjamin, Artetxe, Mikel, Shukla, Satya Narayan, Husa, Donald, Goyal, Naman, Krishnan, Abhinandan, Zettlemoyer, Luke, and Khabsa, Madian

   arXiv preprint arXiv:2308.16884 2023

   Bib HTML

   @article{bandarkar2023belebele,
     title = {The BELEBELE Benchmark: a Parallel Reading Comprehension Dataset in 122 Language Variants},
     author = {Bandarkar, Lucas and Liang, Davis and Muller, Benjamin and Artetxe, Mikel and Shukla, Satya Narayan and Husa, Donald and Goyal, Naman and Krishnan, Abhinandan and Zettlemoyer, Luke and Khabsa, Madian},
     journal = {arXiv preprint arXiv:2308.16884},
     year = {2023},
     abbr = {Arxiv},
     html = {https://arxiv.org/pdf/2308.16884.pdf},
     bibtex_show = {true},
     selected = {true}
   }

3. Arxiv

   Attention-guided generative models for extractive question answering

   Xu, Peng*, Liang, Davis*, Huang, Zhiheng, and Xiang, Bing

   arXiv preprint arXiv:2110.06393 2021

   Bib HTML

   @article{xu2021attention,
     title = {Attention-guided generative models for extractive question answering},
     author = {Xu, Peng* and Liang, Davis* and Huang, Zhiheng and Xiang, Bing},
     journal = {arXiv preprint arXiv:2110.06393},
     year = {2021},
     abbr = {Arxiv},
     html = {https://arxiv.org/pdf/2110.06393.pdf},
     bibtex_show = {true},
     selected = {true}
   }

4. Arxiv

   Embedding-based Zero-shot Retrieval through Query Generation

   Liang, Davis*, Xu, Peng*, Shakeri, Siamak, Santos, Cicero Nogueira dos, Nallapati, Ramesh, Huang, Zhiheng, and Xiang, Bing

   arXiv preprint arXiv:2009.10270 2020

   Bib HTML

   @article{liang2020embedding,
     title = {Embedding-based Zero-shot Retrieval through Query Generation},
     author = {Liang, Davis* and Xu, Peng* and Shakeri, Siamak and Santos, Cicero Nogueira dos and Nallapati, Ramesh and Huang, Zhiheng and Xiang, Bing},
     journal = {arXiv preprint arXiv:2009.10270},
     year = {2020},
     abbr = {Arxiv},
     html = {https://arxiv.org/pdf/2009.10270.pdf},
     bibtex_show = {true},
     selected = {true}
   }

5. ACL

   Masked language model scoring

   Salazar, Julian, Liang, Davis, Nguyen, Toan Q, and Kirchhoff, Katrin

   ACL 2020

   Bib HTML

   @article{salazar2019masked,
     title = {Masked language model scoring},
     author = {Salazar, Julian and Liang, Davis and Nguyen, Toan Q and Kirchhoff, Katrin},
     journal = {ACL},
     year = {2020},
     abbr = {ACL},
     html = {https://arxiv.org/pdf/1910.14659.pdf},
     bibtex_show = {true},
     selected = {true}
   }

6. EMNLP Findings

   Improve transformer models with better relative position embeddings

   Huang, Zhiheng, Liang, Davis, Xu, Peng, and Xiang, Bing

   EMNLP Findings 2020

   Bib HTML

   @article{huang2020improve,
     title = {Improve transformer models with better relative position embeddings},
     author = {Huang, Zhiheng and Liang, Davis and Xu, Peng and Xiang, Bing},
     journal = {EMNLP Findings},
     year = {2020},
     abbr = {EMNLP Findings},
     html = {https://arxiv.org/pdf/2009.13658.pdf},
     bibtex_show = {true},
     selected = {true}
   }

7. Resistance AI

   Decoding and Diversity in Machine Translation

   Roberts, Nicholas, Liang, Davis, Neubig, Graham, and Lipton, Zachary C

   NeurIPS Resistance AI Workshop 2020

   Bib HTML

   @article{roberts2020decoding,
     title = {Decoding and Diversity in Machine Translation},
     author = {Roberts, Nicholas and Liang, Davis and Neubig, Graham and Lipton, Zachary C},
     journal = {NeurIPS Resistance AI Workshop},
     year = {2020},
     abbr = {Resistance AI},
     html = {https://arxiv.org/pdf/2011.13477.pdf},
     bibtex_show = {true},
     selected = {true}
   }

8. SLT

   Learning noise-invariant representations for robust speech recognition

   Liang, Davis, Huang, Zhiheng, and Lipton, Zachary C

   2020

   Bib HTML

   @article{liang2018learning,
     title = {Learning noise-invariant representations for robust speech recognition},
     author = {Liang, Davis and Huang, Zhiheng and Lipton, Zachary C},
     hournal = {IEEE SLT},
     abbr = {SLT},
     html = {https://arxiv.org/pdf/1807.06610.pdf},
     bibtex_show = {true},
     selected = {true}
   }

9. IJCNLP

   Deep automated multi-task learning

   Liang, Davis, and Shu, Yan

   IJCNLP 2017

   Bib HTML

   @article{liang2017deep,
     title = {Deep automated multi-task learning},
     author = {Liang, Davis and Shu, Yan},
     journal = {IJCNLP},
     year = {2017},
     abbr = {IJCNLP},
     html = {https://arxiv.org/pdf/1709.05554.pdf},
     bibtex_show = {true},
     selected = {true}
   }