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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="" lang="">
<head>
<meta http-equiv="content-type" content="text/html; charset=UTF-8">
<meta charset="utf-8">
<meta name="generator" content="pandoc">
<meta name="viewport" content="width=device-width,
initial-scale=1.0, user-scalable=yes">
<link rel="stylesheet" type="text/css" href="origo.css" media="all">
<title>Reading list for Multilingual NLP</title>
</head>
<body>
<div id="refs" class="references csl-bib-body hanging-indent"
role="doc-bibliography">
<h1 align="center">Reading List for Multilingual NLP</h1>
<p><a moz-do-not-send="true" href="multiling_reading.bib">bib file
for this list. </a><br>
</p>
<h2>Bilingual Translation</h2>
<ol>
<li id="ref-goyal2022flores" class="csl-entry"
role="doc-biblioentry">Jiang, Qingnan, Mingxuan Wang, Jun Cao,
Shanbo Cheng, Shujian Huang, and Lei Li. 2021. <span>“Learning
Kernel-Smoothed Machine Translation with Retrieved
Examples.”</span> In <em>Proc. Of EMNLP</em>, 7280–90. <a
href="https://aclanthology.org/2021.emnlp-main.579">https://aclanthology.org/2021.emnlp-main.579</a>.
</li>
<li id="ref-khandelwal2021nearest" class="csl-entry"
role="doc-biblioentry"> Khandelwal, Urvashi, Angela Fan, Dan
Jurafsky, Luke Zettlemoyer, and Mike Lewis. 2021. <span>“Nearest
Neighbor Machine Translation.”</span> In <em>Proc. Of ICLR</em>.
<a href="https://openreview.net/forum?id=7wCBOfJ8hJM">https://openreview.net/forum?id=7wCBOfJ8hJM</a>.
</li>
<li id="ref-khandelwal2021nearest" class="csl-entry"
role="doc-biblioentry">Liang, Jianze, Chengqi Zhao, Mingxuan
Wang, Xipeng Qiu, and Lei Li. 2021. <span>“Finding Sparse
Structure for Domain Specific Neural Machine Translation.”</span>
In <em>Proceedings of the AAAI Conference on Artificial
Intelligence (AAAI)</em>. </li>
<li id="ref-sun2022rethinking" class="csl-entry"
role="doc-biblioentry"> Sun, Zewei, Mingxuan Wang, Hao Zhou,
Chengqi Zhao, Shujian Huang, Jiajun Chen, and Lei Li. 2022. <span>“Rethinking
Document-Level Neural Machine Translation.”</span> In <em>Findings
of the Association for Computational Linguistics: ACL 2022</em>,
3537–48. <a
href="https://aclanthology.org/2022.findings-acl.279">https://aclanthology.org/2022.findings-acl.279</a>.
</li>
<li id="ref-xu2021vocabulary" class="csl-entry"
role="doc-biblioentry"> Xu, Jingjing, Hao Zhou, Chun Gan,
Zaixiang Zheng, and Lei Li. 2021. <span>“Vocabulary Learning
via Optimal Transport for Neural Machine Translation.”</span>
In <em>Proc. Of ACL</em>, 7361–73. <a
href="https://aclanthology.org/2021.acl-long.571">https://aclanthology.org/2021.acl-long.571</a>.
</li>
</ol>
<h2>Multilingual Translation</h2>
<ol>
<li id="ref-yuan2023lego" class="csl-entry"
role="doc-biblioentry"> Yuan, Fei, Yinquan Lu, Wenhao Zhu,
Lingpeng Kong, Lei Li, and Jingjing Xu. 2023. <span>“Lego-MT:
Learning Detachable Models for Massively Multilingual
Machine Translation”</span> In <em>The 61st Annual Meeting
of the Association for Computational Linguistics - Findings
(ACL-Findings)</em>. </li>
<li>Costa-jussà, Marta Ruiz, James Cross, Onur cCelebi, Maha
Elbayad, Kenneth Heafield, Kevin Heffernan, Elahe Kalbassi, et
al. 2022. <span>“No Language Left Behind: Scaling
Human-Centered Machine Translation.”</span> <em>ArXiv
Preprint</em> abs/2207.04672. <a
href="https://arxiv.org/abs/2207.04672">https://arxiv.org/abs/2207.04672</a>.
</li>
<li id="ref-pan2021contrastive" class="csl-entry"
role="doc-biblioentry"> Pan, Xiao, Mingxuan Wang, Liwei Wu,
and Lei Li. 2021. <span>“Contrastive Learning for
Many-to-Many Multilingual Neural Machine Translation.”</span>
In <em>Proc. Of ACL</em>, 244–58. <a
href="https://aclanthology.org/2021.acl-long.21">https://aclanthology.org/2021.acl-long.21</a>.
</li>
<li>Fan, Angela, Shruti Bhosale, Holger Schwenk, Zhiyi Ma, Ahmed
El-Kishky, Siddharth Goyal, Mandeep Baines, et al. 2021. <span>“Beyond
English-Centric Multilingual Machine Translation.”</span> <em>J.
Mach. Learn. Res.</em> 22: 107:1–48. <a
href="http://jmlr.org/papers/v22/20-1307.html">http://jmlr.org/papers/v22/20-1307.html</a>.
</li>
<li>Garcia, Xavier, Yamini Bansal, Colin Cherry, George Foster,
Maxim Krikun, Fangxiaoyu Feng, Melvin Johnson, and Orhan
Firat. 2023. <span>“The Unreasonable Effectiveness of
Few-Shot Learning for Machine Translation.”</span> <em>ArXiv
Preprint</em> abs/2302.01398. <a
href="https://arxiv.org/abs/2302.01398">https://arxiv.org/abs/2302.01398</a>.
</li>
<li>Guerreiro, Nuno M, Duarte Alves, Jonas Waldendorf, Barry
Haddow, Alexandra Birch, Pierre Colombo, and André FT Martins.
2023. <span>“Hallucinations in Large Multilingual Translation
Models.”</span> <em>ArXiv Preprint</em> abs/2303.16104. <a
href="https://arxiv.org/abs/2303.16104">https://arxiv.org/abs/2303.16104</a>.
</li>
<li id="ref-lin2020pre" class="csl-entry" role="doc-biblioentry">
Lin, Zehui, Xiao Pan, Mingxuan Wang, Xipeng Qiu, Jiangtao
Feng, Hao Zhou, and Lei Li. 2020. <span>“Pre-Training
Multilingual Neural Machine Translation by Leveraging
Alignment Information.”</span> In <em>Proc. Of EMNLP</em>,
2649–63. <a
href="https://aclanthology.org/2020.emnlp-main.210">https://aclanthology.org/2020.emnlp-main.210</a>.
</li>
<li id="ref-lin2021learning" class="csl-entry"
role="doc-biblioentry"> Lin, Zehui, Liwei Wu, Mingxuan Wang,
and Lei Li. 2021. <span>“Learning Language Specific
Sub-Network for Multilingual Machine Translation.”</span> In
<em>Proc. Of ACL</em>, 293–305. <a
href="https://aclanthology.org/2021.acl-long.25">https://aclanthology.org/2021.acl-long.25</a>.
</li>
<li id="ref-zhang2021share" class="csl-entry"
role="doc-biblioentry"> Zhang, Biao, Ankur Bapna, Rico
Sennrich, and Orhan Firat. 2021. <span>“Share or Not?
Learning to Schedule Language-Specific Capacity for
Multilingual Translation.”</span> In <em>Proc. Of ICLR</em>.
<a href="https://openreview.net/forum?id=Wj4ODo0uyCF">https://openreview.net/forum?id=Wj4ODo0uyCF</a>.
</li>
</ol>
<h2>Large Language Models for MT</h2>
<ol>
<li id="ref-zhu2023multilingual" class="csl-entry"
role="doc-biblioentry"> Zhu, Wenhao, Hongyi Liu, Qingxiu Dong,
Jingjing Xu, shujian Huang, Lingpeng Kong, Jiajun Chen, and
Lei Li. 2023. <span>“Multilingual Machine Translation with
Large Language Models: Empirical Results and Analysis.”</span>
<em>ArXiv Preprint</em> abs/2304.04675. <a
href="https://arxiv.org/abs/2304.04675">https://arxiv.org/abs/2304.04675</a>.
</li>
<li>Agrawal, Sweta, Chunting Zhou, Mike Lewis, Luke Zettlemoyer,
and Marjan Ghazvininejad. 2023. <span>“In-Context Examples
Selection for Machine Translation.”</span> In <em>Findings
of the Association for Computational Linguistics: ACL 2023</em>,
8857–73. <a
href="https://aclanthology.org/2023.findings-acl.564">https://aclanthology.org/2023.findings-acl.564</a>.</li>
<li id="ref-vilar2023prompting" class="csl-entry"
role="doc-biblioentry"> Vilar, David, Markus Freitag, Colin
Cherry, Jiaming Luo, Viresh Ratnakar, and George Foster. 2023.
<span>“Prompting <span>P</span>a<span>LM</span> for
Translation: Assessing Strategies and Performance.”</span>
In <em>Proc. Of ACL</em>, 15406–27. <a
href="https://aclanthology.org/2023.acl-long.859">https://aclanthology.org/2023.acl-long.859</a>.
</li>
<li id="ref-vilar2023prompting" class="csl-entry"
role="doc-biblioentry">Sun, Zewei, Mingxuan Wang, and Lei Li.
2021. <span>“Multilingual Translation via Grafting
Pre-Trained Language Models.”</span> In <em>Findings of the
Association for Computational Linguistics: EMNLP 2021</em>,
2735–47. <a
href="https://aclanthology.org/2021.findings-emnlp.233">https://aclanthology.org/2021.findings-emnlp.233</a>.
</li>
<li id="ref-vilar2023prompting" class="csl-entry"
role="doc-biblioentry">Yang, Jiacheng, Mingxuan Wang, Hao
Zhou, Chengqi Zhao, Weinan Zhang, Yong Yu, and Lei Li. 2020. <span>“Towards
Making the Most of <span>BERT</span> in Neural Machine
Translation.”</span> In <em>The Thirty-Fourth <span>AAAI</span>
Conference on Artificial Intelligence, <span>AAAI</span>
2020, the Thirty-Second Innovative Applications of
Artificial Intelligence Conference, <span>IAAI</span> 2020,
the Tenth <span>AAAI</span> Symposium on Educational
Advances in Artificial Intelligence, <span>EAAI</span>
2020, New York, NY, USA, February 7-12, 2020</em>, 9378–85.
<a
href="https://aaai.org/ojs/index.php/AAAI/article/view/6479">https://aaai.org/ojs/index.php/AAAI/article/view/6479</a>.
</li>
</ol>
<h2>Non-Autoregressive Translation</h2>
<ol>
<li>Huang, Fei, Hao Zhou, Yang Liu, Hang Li, and Minlie Huang.
2022. <span>“Directed Acyclic Transformer for
Non-Autoregressive Machine Translation.”</span> In <em>International
Conference on Machine Learning, <span>ICML</span> 2022,
17-23 July 2022, Baltimore, Maryland, <span>USA</span></em>,
edited by Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba
Szepesvári, Gang Niu, and Sivan Sabato, 162:9410–28.
Proceedings of Machine Learning Research. <a
href="https://proceedings.mlr.press/v162/huang22m.html">https://proceedings.mlr.press/v162/huang22m.html</a>.
</li>
<li id="ref-qian2021glancing" class="csl-entry"
role="doc-biblioentry">Yu Bao, Hao Zhou, Shujian Huang, Dongqi
Wang, Lihua Qian, Xinyu Dai, Jiajun Chen, and Lei Li.
"latent-GLAT: Glancing at Latent Variables for Parallel Text
Generation." ACL 2022. <a moz-do-not-send="true"
href="https://aclanthology.org/2022.acl-long.575/">https://aclanthology.org/2022.acl-long.575/</a><br>
</li>
<li id="ref-qian2021glancing" class="csl-entry"
role="doc-biblioentry">Qian, Lihua, Hao Zhou, Yu Bao, Mingxuan
Wang, Lin Qiu, Weinan Zhang, Yong Yu, and Lei Li. 2021. <span>“Glancing
Transformer for Non-Autoregressive Neural Machine
Translation.”</span> In <em>Proc. Of ACL</em>, 1993–2003. <a
href="https://aclanthology.org/2021.acl-long.155">https://aclanthology.org/2021.acl-long.155</a>.
</li>
<li>Huang, Chenyang, Hao Zhou, Osmar R. Zaı̈ane, Lili Mou, and
Lei Li. 2022. <span>“Non-Autoregressive Translation with
Layer-Wise Prediction and Deep Supervision.”</span> In <em>Thirty-Sixth
<span>AAAI</span> Conference on Artificial Intelligence, <span>AAAI</span>
2022, Thirty-Fourth Conference on Innovative Applications of
Artificial Intelligence, <span>IAAI</span> 2022, the
Twelveth Symposium on Educational Advances in Artificial
Intelligence, <span>EAAI</span> 2022 Virtual Event,
February 22 - March 1, 2022</em>, 10776–84. <a
href="https://ojs.aaai.org/index.php/AAAI/article/view/21323">https://ojs.aaai.org/index.php/AAAI/article/view/21323</a>.
</li>
<li>Song, Zhenqiao, Hao Zhou, Lihua Qian, Jingjing Xu, Shanbo
Cheng, Mingxuan Wang, and Lei Li. 2022. <span>“Switch-GLAT:
Multilingual Parallel Machine Translation via Code-Switch
Decoder.”</span> In <em>Proc. Of ICLR</em>. <a
href="https://openreview.net/forum?id=5HvpvYd68b">https://openreview.net/forum?id=5HvpvYd68b</a>.
</li>
<li>Zhu, Yaoming, Jiangtao Feng, Chengqi Zhao, Mingxuan Wang,
and Lei Li. 2021. <span>“Counter-Interference Adapter for
Multilingual Machine Translation.”</span> In <em>Findings
of the Association for Computational Linguistics: EMNLP 2021</em>,
2812–23. <a
href="https://aclanthology.org/2021.findings-emnlp.240">https://aclanthology.org/2021.findings-emnlp.240</a>.
</li>
<li id="ref-zheng2021duplex" class="csl-entry"
role="doc-biblioentry"> Zheng, Zaixiang, Hao Zhou, Shujian
Huang, Jiajun Chen, Jingjing Xu, and Lei Li. 2021. <span>“Duplex
Sequence-to-Sequence Learning for Reversible Machine
Translation.”</span> In <em>Advances in Neural Information
Processing Systems 34: Annual Conference on Neural
Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, Virtual</em>, edited by Marc’Aurelio Ranzato,
Alina Beygelzimer, Yann N. Dauphin, Percy Liang, and Jennifer
Wortman Vaughan, 21070–84. <a
href="https://proceedings.neurips.cc/paper/2021/hash/afecc60f82be41c1b52f6705ec69e0f1-Abstract.html">https://proceedings.neurips.cc/paper/2021/hash/afecc60f82be41c1b52f6705ec69e0f1-Abstract.html</a>.
</li>
</ol>
<h2>Multilingual Representation Learning</h2>
<ol>
<li>Conneau, Alexis, Kartikay Khandelwal, Naman Goyal, Vishrav
Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave,
Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020. <span>“Unsupervised
Cross-Lingual Representation Learning at Scale.”</span> In <em>Proc.
Of ACL</em>, 8440–51. <a
href="https://aclanthology.org/2020.acl-main.747">https://aclanthology.org/2020.acl-main.747</a>.
</li>
<li id="ref-lewis2020bart" class="csl-entry"
role="doc-biblioentry"> Lewis, Mike, Yinhan Liu, Naman Goyal,
Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Veselin
Stoyanov, and Luke Zettlemoyer. 2020. <span>“<span>BART</span>:
Denoising Sequence-to-Sequence Pre-Training for Natural
Language Generation, Translation, and Comprehension.”</span>
In <em>Proc. Of ACL</em>, 7871–80. <a
href="https://aclanthology.org/2020.acl-main.703">https://aclanthology.org/2020.acl-main.703</a>.
</li>
<li id="ref-liu2020multilingual" class="csl-entry"
role="doc-biblioentry"> Liu, Yinhan, Jiatao Gu, Naman Goyal,
Xian Li, Sergey Edunov, Marjan Ghazvininejad, Mike Lewis, and
Luke Zettlemoyer. 2020. <span>“Multilingual Denoising
Pre-Training for Neural Machine Translation.”</span> <em>Transactions
of the Association for Computational Linguistics</em> 8:
726–42. <a href="https://aclanthology.org/2020.tacl-1.47">https://aclanthology.org/2020.tacl-1.47</a>.
</li>
<li id="ref-liu2020multilingual" class="csl-entry"
role="doc-biblioentry">Ouyang, Xuan, Shuohuan Wang, Chao Pang,
Yu Sun, Hao Tian, Hua Wu, and Haifeng Wang. 2021. <span>“<span>ERNIE</span>-<span>M</span>:
Enhanced Multilingual Representation by Aligning
Cross-Lingual Semantics with Monolingual Corpora.”</span> In
<em>Proc. Of EMNLP</em>, 27–38. <a
href="https://aclanthology.org/2021.emnlp-main.3">https://aclanthology.org/2021.emnlp-main.3</a>.
</li>
<li id="ref-xue2021mt5" class="csl-entry" role="doc-biblioentry">
Xue, Linting, Noah Constant, Adam Roberts, Mihir Kale, Rami
Al-Rfou, Aditya Siddhant, Aditya Barua, and Colin Raffel.
2021. <span>“M<span>T</span>5: A Massively Multilingual
Pre-Trained Text-to-Text Transformer.”</span> In <em>Proceedings
of the 2021 Conference of the North American Chapter of the
Association for Computational Linguistics: Human Language
Technologies</em>, 483–98. <a
href="https://aclanthology.org/2021.naacl-main.41">https://aclanthology.org/2021.naacl-main.41</a>.
</li>
</ol>
<h2>Cross-lingual Transfer</h2>
<ol>
<li>Artetxe, Mikel, Vedanuj Goswami, Shruti Bhosale, Angela Fan,
and Luke Zettlemoyer. 2023. <span>“Revisiting Machine
Translation for Cross-Lingual Classification.”</span> <em>ArXiv
Preprint</em> abs/2305.14240. <a
href="https://arxiv.org/abs/2305.14240">https://arxiv.org/abs/2305.14240</a>.
</li>
<li>Machel Reid, Mikel Artetxe. 2023. <span>“On the Role of
Parallel Data in Cross-Lingual Transfer Learning.”</span> In
<em>Findings of the Association for Computational Linguistics:
ACL 2023</em>, 5999–6006. <a
href="https://aclanthology.org/2023.findings-acl.372">https://aclanthology.org/2023.findings-acl.372</a>.
</li>
<li id="ref-wang2021contrastive" class="csl-entry"
role="doc-biblioentry"> Wang, Danqing, Jiaze Chen, Hao Zhou,
Xipeng Qiu, and Lei Li. 2021. <span>“Contrastive Aligned
Joint Learning for Multilingual Summarization.”</span> In <em>Findings
of the Association for Computational Linguistics: ACL-IJCNLP
2021</em>, 2739–50. <a
href="https://aclanthology.org/2021.findings-acl.242">https://aclanthology.org/2021.findings-acl.242</a>.
</li>
<li id="ref-wu2020unitrans" class="csl-entry"
role="doc-biblioentry"> Wu, Qianhui, Zijia Lin, Börje F.
Karlsson, Biqing Huang, and Jianguang Lou. 2020. <span>“UniTrans
: Unifying Model Transfer and Data Transfer for
Cross-Lingual Named Entity Recognition with Unlabeled Data.”</span>
In <em>Proceedings of the Twenty-Ninth International Joint
Conference on Artificial Intelligence, <span>IJCAI</span>
2020</em>, edited by Christian Bessiere, 3926–32. <a
href="https://doi.org/10.24963/ijcai.2020/543">https://doi.org/10.24963/ijcai.2020/543</a>.
</li>
<li id="ref-xia2021metaxl" class="csl-entry"
role="doc-biblioentry"> Xia, Mengzhou, Guoqing Zheng,
Subhabrata Mukherjee, Milad Shokouhi, Graham Neubig, and Ahmed
Hassan Awadallah. 2021. <span>“<span>M</span>eta<span>XL</span>:
Meta Representation Transformation for Low-Resource
Cross-Lingual Learning.”</span> In <em>Proceedings of the
2021 Conference of the North American Chapter of the
Association for Computational Linguistics: Human Language
Technologies</em>, 499–511. <a
href="https://aclanthology.org/2021.naacl-main.42">https://aclanthology.org/2021.naacl-main.42</a>.
</li>
<li id="ref-yang2022enhancing" class="csl-entry"
role="doc-biblioentry"> Yang, Huiyun, Huadong Chen, Hao Zhou,
and Lei Li. 2022. <span>“Enhancing Cross-Lingual Transfer by
Manifold Mixup.”</span> In <em>Proc. Of ICLR</em>. <a
href="https://openreview.net/forum?id=OjPmfr9GkVv">https://openreview.net/forum?id=OjPmfr9GkVv</a>.
</li>
</ol>
<h2>Speech Translation</h2>
<ol>
<li id="ref-dong2022learning" class="csl-entry"
role="doc-biblioentry"> Dong, Qianqian, Yaoming Zhu, Mingxuan
Wang, and Lei Li. 2022. <span>“Learning When to Translate for
Streaming Speech.”</span> In <em>Proc. Of ACL</em>, 680–94.
<a href="https://aclanthology.org/2022.acl-long.50">https://aclanthology.org/2022.acl-long.50</a>.
</li>
<li id="ref-ye2022cross" class="csl-entry"
role="doc-biblioentry"> Rong Ye, Mingxuan Wang, Lei Li. 2022.
<span>“Cross-Modal Contrastive Learning for Speech
Translation.”</span> In <em>Proceedings of the 2022
Conference of the North American Chapter of the Association
for Computational Linguistics: Human Language Technologies</em>,
5099–5113. <a
href="https://aclanthology.org/2022.naacl-main.376">https://aclanthology.org/2022.naacl-main.376</a>.
</li>
<li id="ref-dong2022learning" class="csl-entry"
role="doc-biblioentry">Dong, Qianqian, Mingxuan Wang, Hao
Zhou, Shuang Xu, Bo Xu, and Lei Li. 2021. <span>“Consecutive
Decoding for Speech-to-Text Translation.”</span> In <em>Thirty-Fifth
<span>AAAI</span> Conference on Artificial Intelligence, <span>AAAI</span>
2021, Thirty-Third Conference on Innovative Applications of
Artificial Intelligence, <span>IAAI</span> 2021, the
Eleventh Symposium on Educational Advances in Artificial
Intelligence, <span>EAAI</span> 2021, Virtual Event,
February 2-9, 2021</em>, 12738–48. <a
href="https://ojs.aaai.org/index.php/AAAI/article/view/17508">https://ojs.aaai.org/index.php/AAAI/article/view/17508</a>.
</li>
<li id="ref-han2021learning" class="csl-entry"
role="doc-biblioentry"> Han, Chi, Mingxuan Wang, Heng Ji, and
Lei Li. 2021. <span>“Learning Shared Semantic Space for
Speech-to-Text Translation.”</span> In <em>Findings of the
Association for Computational Linguistics: ACL-IJCNLP 2021</em>,
2214–25. <a
href="https://aclanthology.org/2021.findings-acl.195">https://aclanthology.org/2021.findings-acl.195</a>.
</li>
<li id="ref-ouyang2023waco" class="csl-entry"
role="doc-biblioentry"> Ouyang, Siqi, Rong Ye, and Lei Li.
2023. <span>“<span>WACO</span>: Word-Aligned Contrastive
Learning for Speech Translation.”</span> In <em>Proc. Of
ACL</em>, 3891–3907. <a
href="https://aclanthology.org/2023.acl-long.216">https://aclanthology.org/2023.acl-long.216</a>.
</li>
<li id="ref-ye2021end" class="csl-entry" role="doc-biblioentry">
Ye, Rong, Mingxuan Wang, and Lei Li. 2021. <span>“End-to-End
Speech Translation via Cross-Modal Progressive Training.”</span>
In <em>Proc. Of INTERSPEECH</em>, edited by Hynek Hermansky,
Honza Cernocký, Lukás Burget, Lori Lamel, Odette Scharenborg,
and Petr Motlı́cek, 2267–71. <a
href="https://doi.org/10.21437/Interspeech.2021-1065">https://doi.org/10.21437/Interspeech.2021-1065</a>.
</li>
<li id="ref-zheng2021fused" class="csl-entry"
role="doc-biblioentry"> Zheng, Renjie, Junkun Chen, Mingbo Ma,
and Liang Huang. 2021. <span>“Fused Acoustic and Text
Encoding for Multimodal Bilingual Pretraining and Speech
Translation.”</span> In <em>Proc. Of ICML</em>, edited by
Marina Meila and Tong Zhang, 139:12736–46. Proceedings of
Machine Learning Research. <a
href="http://proceedings.mlr.press/v139/zheng21a.html">http://proceedings.mlr.press/v139/zheng21a.html</a>.
</li>
<li id="ref-ma2021streaming" class="csl-entry"
role="doc-biblioentry"> Ma, Xutai, Yongqiang Wang, Mohammad
Javad Dousti, Philipp Koehn, and Juan Pino. 2021. <span>“Streaming
Simultaneous Speech Translation with Augmented Memory
Transformer,”</span> 7523–27. </li>
</ol>
<h2>Speech Representation Learning</h2>
<ol>
<li>Babu, Arun, Changhan Wang, Andros Tjandra, Kushal Lakhotia,
Qiantong Xu, Naman Goyal, Kritika Singh, et al. 2021. <span>“XLS-r:
Self-Supervised Cross-Lingual Speech Representation Learning
at Scale.”</span> <em>ArXiv Preprint</em>. <a
href="https://arxiv.org/abs/2111.09296">https://arxiv.org/abs/2111.09296</a>.
</li>
<li>Baevski, Alexei, Yuhao Zhou, Abdelrahman Mohamed, and
Michael Auli. 2020. <span>“Wav2vec 2.0: <span>A</span>
Framework for Self-Supervised Learning of Speech
Representations.”</span> In <em>Advances in Neural
Information Processing Systems 33: Annual Conference on
Neural Information Processing Systems 2020, NeurIPS 2020,
December 6-12, 2020, Virtual</em>, edited by Hugo
Larochelle, Marc’Aurelio Ranzato, Raia Hadsell, Maria-Florina
Balcan, and Hsuan-Tien Lin. <a
href="https://proceedings.neurips.cc/paper/2020/hash/92d1e1eb1cd6f9fba3227870bb6d7f07-Abstract.html">https://proceedings.neurips.cc/paper/2020/hash/92d1e1eb1cd6f9fba3227870bb6d7f07-Abstract.html</a>.
</li>
<li>Hsu, Wei-Ning, Benjamin Bolte, Yao-Hung Hubert Tsai, Kushal
Lakhotia, Ruslan Salakhutdinov, and Abdelrahman Mohamed. 2021.
<span>“HuBERT: Self-Supervised Speech Representation Learning
by Masked Prediction of Hidden Units.”</span> <em>IEEE/ACM
Transactions on Audio, Speech, and Language Processing</em>
29: 3451–60. </li>
<li id="ref-tang2022unified" class="csl-entry"
role="doc-biblioentry"> Tang, Yun, Hongyu Gong, Ning Dong,
Changhan Wang, Wei-Ning Hsu, Jiatao Gu, Alexei Baevski, et al.
2022. <span>“Unified Speech-Text Pre-Training for Speech
Translation and Recognition.”</span> In <em>Proc. Of ACL</em>,
1488–99. <a href="https://aclanthology.org/2022.acl-long.105">https://aclanthology.org/2022.acl-long.105</a>.
</li>
<li id="ref-wang2021unispeech" class="csl-entry"
role="doc-biblioentry"> Wang, Chengyi, Yu Wu, Yao Qian,
Ken’ichi Kumatani, Shujie Liu, Furu Wei, Michael Zeng, and
Xuedong Huang. 2021. <span>“UniSpeech: Unified Speech
Representation Learning with Labeled and Unlabeled Data.”</span>
In <em>Proc. Of ICML</em>, edited by Marina Meila and Tong
Zhang, 139:10937–47. Proceedings of Machine Learning Research.
<a href="http://proceedings.mlr.press/v139/wang21y.html">http://proceedings.mlr.press/v139/wang21y.html</a>.
</li>
<li id="ref-zhang2022speechut" class="csl-entry"
role="doc-biblioentry"> Zhang, Ziqiang, Long Zhou, Junyi Ao,
Shujie Liu, Lirong Dai, Jinyu Li, and Furu Wei. 2022. <span>“<span>S</span>peech<span>UT</span>:
Bridging Speech and Text with Hidden-Unit for
Encoder-Decoder Based Speech-Text Pre-Training.”</span> In <em>Proc.
Of EMNLP</em>, 1663–76. <a
href="https://aclanthology.org/2022.emnlp-main.108">https://aclanthology.org/2022.emnlp-main.108</a>.
</li>
</ol>
<h2>Automatic Speech Recognition</h2>
<ol>
<li>Alec Radford, Jong Wook Kim, Tao Xu, Greg Brockman,
Christine Mcleavey, Ilya Sutskever. Robust Speech Recognition
via Large-Scale Weak Supervision. Proceedings of the 40th
International Conference on Machine Learning, PMLR
202:28492-28518, 2023. <a moz-do-not-send="true"
href="https://proceedings.mlr.press/v202/radford23a.html">https://proceedings.mlr.press/v202/radford23a.html</a></li>
<li>Viet Anh Trinh, Pegah Ghahremani, Brian King, Jasha Droppo,
Andreas Stolcke, Roland Maas. Reducing Geographic Disparities
in Automatic Speech Recognition via Elastic Weight
Consolidation. Interspeech 2022. <br>
</li>
<li>Vineel Pratap, Andros Tjandra, Bowen Shi, Paden Tomasello,
Arun Babu, Sayani Kundu, Ali Elkahky, Zhaoheng Ni, Apoorv
Vyas, Maryam Fazel-Zarandi, Alexei Baevski, Yossi Adi, Xiaohui
Zhang, Wei-Ning Hsu, Alexis Conneau, Michael Auli. Scaling
Speech Technology to 1,000+ Languages. 2023. <a
moz-do-not-send="true"
href="https://arxiv.org/abs/2305.13516">https://arxiv.org/abs/2305.13516</a></li>
<li>Zhang et al. Google USM: Scaling Automatic Speech
Recognition Beyond 100 Languages, 2023.</li>
<li>
<meta charset="utf-8">
Kazuya Kawakami, Luyu Wang, Chris Dyer, Phil Blunsom, Aaron
van den Oord. Learning Robust and Multilingual Speech
Representations. EMNLP 2020.<br>
</li>
<meta charset="UTF-8">
<meta charset="UTF-8">
</ol>
<h2>Speech Synthesis</h2>
<ol>
<li>Aidan Pine, Dan Wells, Nathan Brinklow, Patrick Littell,
Korin Richmond. Requirements and Motivations of Low-Resource
Speech Synthesis for Language Revitalization. ACL 2022.</li>
<li>Xu Tan, Jiawei Chen, Haohe Liu, Jian Cong, Chen Zhang,
Yanqing Liu, Xi Wang, Yichong Leng, Yuanhao Yi, Lei He, Frank
Soong, Tao Qin, Sheng Zhao, Tie-Yan Liu. NaturalSpeech:
End-to-End Text to Speech Synthesis with Human-Level Quality,
2022. <a moz-do-not-send="true"
href="https://arxiv.org/abs/2205.04421">https://arxiv.org/abs/2205.04421</a><br>
</li>
</ol>
<h2>Corpus</h2>
<ol>
<li>Chen, Yiran, Zhenqiao Song, Xianze Wu, Danqing Wang,
Jingjing Xu, Jiaze Chen, Hao Zhou, and Lei Li. 2022. <span>“<span>MTG</span>:
A Benchmark Suite for Multilingual Text Generation.”</span>
In <em>Findings of the Association for Computational
Linguistics: NAACL 2022</em>, 2508–27. <a
href="https://aclanthology.org/2022.findings-naacl.192">https://aclanthology.org/2022.findings-naacl.192</a>.
</li>
<li>Goyal, Naman, Cynthia Gao, Vishrav Chaudhary, Peng-Jen Chen,
Guillaume Wenzek, Da Ju, Sanjana Krishnan, Marc’Aurelio
Ranzato, Francisco Guzmán, and Angela Fan. 2022. <span>“The <span>F</span>lores-101
Evaluation Benchmark for Low-Resource and Multilingual
Machine Translation.”</span> <em>Transactions of the
Association for Computational Linguistics</em> 10: 522–38. <a
href="https://aclanthology.org/2022.tacl-1.30">https://aclanthology.org/2022.tacl-1.30</a>.
</li>
<li>Ruder, Sebastian, Noah Constant, Jan Botha, Aditya Siddhant,
Orhan Firat, Jinlan Fu, Pengfei Liu, et al. 2021. <span>“<span>XTREME</span>-<span>R</span>:
Towards More Challenging and Nuanced Multilingual
Evaluation.”</span> In <em>Proc. Of EMNLP</em>, 10215–45. <a
href="https://aclanthology.org/2021.emnlp-main.802">https://aclanthology.org/2021.emnlp-main.802</a>.
</li>
<li id="ref-wang2021covost" class="csl-entry"
role="doc-biblioentry"> Wang, Changhan, Anne Wu, Jiatao Gu,
and Juan Pino. 2021. <span>“CoVoST 2 and Massively
Multilingual Speech Translation.”</span> In <em>Proc. Of
INTERSPEECH</em>, edited by Hynek Hermansky, Honza Cernocký,
Lukás Burget, Lori Lamel, Odette Scharenborg, and Petr
Motlı́cek, 2247–51. <a
href="https://doi.org/10.21437/Interspeech.2021-2027">https://doi.org/10.21437/Interspeech.2021-2027</a>.
</li>
</ol>
<h2>Evaluation</h2>
<ol>
<li id="ref-xu2023sescore2" class="csl-entry"
role="doc-biblioentry">Xu, Wenda, Danqing Wang, Liangming Pan,
Zhenqiao Song, Markus Freitag, William Yang Wang, and Lei Li.
2023. <span>“Instructscore: Towards Explainable Text
Generation Evaluation with Automatic Feedback.”</span> <em>ArXiv
Preprint</em> abs/2305.14282. <a
href="https://arxiv.org/abs/2305.14282">https://arxiv.org/abs/2305.14282</a>.
</li>
<li id="ref-xu2023sescore2" class="csl-entry"
role="doc-biblioentry">Xu, Wenda, Xian Qian, Mingxuan Wang,
Lei Li, and William Yang Wang. 2023. <span>“SESCORE2:
Learning Text Generation Evaluation via Synthesizing
Realistic Mistakes.”</span> In <em>The 61st Annual Meeting
of the Association for Computational Linguistics (ACL)</em>.
</li>
<li id="ref-xu2022not" class="csl-entry" role="doc-biblioentry">
Xu, Wenda, Yi-Lin Tuan, Yujie Lu, Michael Saxon, Lei Li, and
William Yang Wang. 2022. <span>“Not All Errors Are Equal:
Learning Text Generation Metrics Using Stratified Error
Synthesis.”</span> In <em>Findings of the Association for
Computational Linguistics: EMNLP 2022</em>, 6559–74. <a
href="https://aclanthology.org/2022.findings-emnlp.489">https://aclanthology.org/2022.findings-emnlp.489</a>.
</li>
<li id="ref-baevski2020wav2vec" class="csl-entry"
role="doc-biblioentry">Fomicheva, Marina, Shuo Sun, Lisa
Yankovskaya, Frédéric Blain, Francisco Guzmán, Mark Fishel,
Nikolaos Aletras, Vishrav Chaudhary, and Lucia Specia. 2020. <span>“Unsupervised
Quality Estimation for Neural Machine Translation.”</span> <em>Transactions
of the Association for Computational Linguistics</em> 8:
539–55. <a href="https://aclanthology.org/2020.tacl-1.35">https://aclanthology.org/2020.tacl-1.35</a>.
</li>
<li> Zhang*, Tianyi, Varsha Kishore*, Felix Wu*, Kilian Q.
Weinberger, and Yoav Artzi. <span>“BERTScore: Evaluating Text
Generation with BERT,”</span> ICLR 2020. <a
href="https://openreview.net/forum?id=SkeHuCVFDr">https://openreview.net/forum?id=SkeHuCVFDr</a>.
</li>
<li> Thibault Sellam, Dipanjan Das, Ankur Parikh. <span>BLEURT:
Learning Robust Metrics for Text Generation</span>, ACL
2020. </li>
<li> Ricardo Rei, Craig Stewart, Ana C Farinha, Alon Lavie. <span>COMET:
A Neural Framework for MT Evaluation</span>, EMNLP 2020. </li>
</ol>
<h2>Additional Reading<br>
</h2>
<ol>
</ol>
<ol>
<li id="ref-wang2021lightseq" class="csl-entry"
role="doc-biblioentry"> Wang, Xiaohui, Ying Xiong, Yang Wei,
Mingxuan Wang, and Lei Li. 2021. <span>“<span>L</span>ight<span>S</span>eq:
A High Performance Inference Library for Transformers.”</span>
In <em>Proceedings of the 2021 Conference of the North
American Chapter of the Association for Computational
Linguistics: Human Language Technologies: Industry Papers</em>,
113–20. <a
href="https://aclanthology.org/2021.naacl-industry.15">https://aclanthology.org/2021.naacl-industry.15</a>.
</li>
<li id="ref-zhao2021neurst" class="csl-entry"
role="doc-biblioentry"> Zhao, Chengqi, Mingxuan Wang, Qianqian
Dong, Rong Ye, and Lei Li. 2021. <span>“<span>N</span>eur<span>ST</span>:
Neural Speech Translation Toolkit.”</span> In <em>Proc. Of
ACL</em>, 55–62. <a
href="https://aclanthology.org/2021.acl-demo.7">https://aclanthology.org/2021.acl-demo.7</a>.
</li>
<li id="ref-artetxe2019massively" class="csl-entry"
role="doc-biblioentry">Artetxe, Mikel, and Holger Schwenk.
2019. <span>“Massively Multilingual Sentence Embeddings for
Zero-Shot Cross-Lingual Transfer and Beyond.”</span> <em>Transactions
of the Association for Computational Linguistics</em> 7:
597–610. <a href="https://aclanthology.org/Q19-1038">https://aclanthology.org/Q19-1038</a>.
</li>
<li id="ref-bahdanau2015neural" class="csl-entry"
role="doc-biblioentry"> Bahdanau, Dzmitry, Kyunghyun Cho, and
Yoshua Bengio. 2015. <span>“Neural Machine Translation by
Jointly Learning to Align and Translate.”</span> In <em>Proc.
Of ICLR</em>, edited by Yoshua Bengio and Yann LeCun. <a
href="http://arxiv.org/abs/1409.0473">http://arxiv.org/abs/1409.0473</a>.
</li>
<li id="ref-bapna2019simple" class="csl-entry"
role="doc-biblioentry"> Bapna, Ankur, and Orhan Firat. 2019. <span>“Simple,
Scalable Adaptation for Neural Machine Translation.”</span>
In <em>Proc. Of EMNLP</em>, 1538–48. <a
href="https://aclanthology.org/D19-1165">https://aclanthology.org/D19-1165</a>.
</li>
<li id="ref-digangi2019must" class="csl-entry"
role="doc-biblioentry"> Di Gangi, Mattia A., Roldano Cattoni,
Luisa Bentivogli, Matteo Negri, and Marco Turchi. 2019. <span>“<span>M</span>u<span>ST</span>-<span>C</span>:
A <span>M</span>ultilingual <span>S</span>peech <span>T</span>ranslation
<span>C</span>orpus.”</span> In <em>Proc. Of NAACL-HLT</em>,
2012–17. <a href="https://aclanthology.org/N19-1202">https://aclanthology.org/N19-1202</a>.
</li>
<li id="ref-conneau2019cross" class="csl-entry"
role="doc-biblioentry"> Conneau, Alexis, and Guillaume Lample.
2019. <span>“Cross-Lingual Language Model Pretraining.”</span>
In <em>Advances in Neural Information Processing Systems 32:
Annual Conference on Neural Information Processing Systems
2019, NeurIPS 2019, December 8-14, 2019, Vancouver, BC,
Canada</em>, edited by Hanna M. Wallach, Hugo Larochelle,
Alina Beygelzimer, Florence d’Alché-Buc, Emily B. Fox, and
Roman Garnett, 7057–67. <a
href="https://proceedings.neurips.cc/paper/2019/hash/c04c19c2c2474dbf5f7ac4372c5b9af1-Abstract.html">https://proceedings.neurips.cc/paper/2019/hash/c04c19c2c2474dbf5f7ac4372c5b9af1-Abstract.html</a>.
</li>
<li id="ref-conneau2020emerging" class="csl-entry"
role="doc-biblioentry"> Conneau, Alexis, Shijie Wu, Haoran Li,
Luke Zettlemoyer, and Veselin Stoyanov. 2020. <span>“Emerging
Cross-Lingual Structure in Pretrained Language Models.”</span>
In <em>Proc. Of ACL</em>, 6022–34. <a
href="https://aclanthology.org/2020.acl-main.536">https://aclanthology.org/2020.acl-main.536</a>.
</li>
<li id="ref-dong2018speech" class="csl-entry"
role="doc-biblioentry"> Dong, Linhao, Shuang Xu, and Bo Xu.
2018. <span>“Speech-Transformer: <span>A</span>
No-Recurrence Sequence-to-Sequence Model for Speech
Recognition.”</span> In <em>2018 <span>IEEE</span>
International Conference on Acoustics, Speech and Signal
Processing, <span>ICASSP</span> 2018, Calgary, AB, Canada,
April 15-20, 2018</em>, 5884–88. <a
href="https://doi.org/10.1109/ICASSP.2018.8462506">https://doi.org/10.1109/ICASSP.2018.8462506</a>.
</li>
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