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update 16 bib

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Chapter16/chapter16.tex

@@ -359,7 +359,7 @@
 \vspace{0.5em}
 \item 基于枢轴语言的方法，即以资源丰富的语言（通常为英语、汉语等）为中心，在语言对之间进行翻译\upcite{DBLP:journals/mt/WuW07}；
 \vspace{0.5em}
-\item 基于知识蒸馏的方法，即用枢轴语言到目标语言的训练指导源语言到目标语言的训练\upcite{DBLP:conf/acl/ChenLCL17}；
+\item 基于知识蒸馏的方法，即用枢轴语言到目标语言的训练指导源语言到目标语言的训练\upcite{DBLP:journals/corr/ChenLCL17}；
 \vspace{0.5em}
 \item 基于迁移学习的方法，即从富资源语言对中转移翻译知识以改善低资源语言的翻译\upcite{DBLP:conf/emnlp/KimPPKN19}，比如，将富资源的翻译知识迁移到零资源翻译模型上，即在没有双语训练数据的语言对之间进行翻译\upcite{DBLP:journals/tacl/JohnsonSLKWCTVW17}。
 \vspace{0.5em}
@@ -403,7 +403,7 @@
 
 \subsection{基于知识蒸馏的方法}
 
-\parinterval 为了解决基于枢轴语言的方法中存在的错误传播等问题，可以采用基于知识蒸馏的方法\upcite{DBLP:conf/acl/ChenLCL17,DBLP:conf/iclr/TanRHQZL19}。知识蒸馏是一种常用的模型压缩方法\upcite{Hinton2015Distilling}，基于教师-学生框架，在第十三章已经进行了详细介绍。针对稀缺资源任务，基于教师-学生框架的方法基本思想如图\ref{fig:16-12}所示。其中，虚线表示具有平行语料库的语言对，带有箭头的实线表示翻译方向。这里，将枢轴语言（$\seq{p}$）到目标语言（$\seq{y}$）的翻译模型$\funp{P}(\seq{y}|\seq{p})$当作教师模型，源语言（$\seq{x}$）到目标语言（$\seq{y}$）的翻译模型$\funp{P}(\seq{y}|\seq{x})$当作学生模型。然后，用教师模型来指导学生模型的训练，这个过程中学习的目标就是让$\funp{P}(\seq{y}|\seq{x})$尽可能接近$\funp{P}(\seq{y}|\seq{p})$，这样学生模型就可以学习到源语言到目标语言的翻译知识。
+\parinterval 为了解决基于枢轴语言的方法中存在的错误传播等问题，可以采用基于知识蒸馏的方法\upcite{DBLP:journals/corr/ChenLCL17,DBLP:conf/iclr/TanRHQZL19}。知识蒸馏是一种常用的模型压缩方法\upcite{Hinton2015Distilling}，基于教师-学生框架，在第十三章已经进行了详细介绍。针对稀缺资源任务，基于教师-学生框架的方法基本思想如图\ref{fig:16-12}所示。其中，虚线表示具有平行语料库的语言对，带有箭头的实线表示翻译方向。这里，将枢轴语言（$\seq{p}$）到目标语言（$\seq{y}$）的翻译模型$\funp{P}(\seq{y}|\seq{p})$当作教师模型，源语言（$\seq{x}$）到目标语言（$\seq{y}$）的翻译模型$\funp{P}(\seq{y}|\seq{x})$当作学生模型。然后，用教师模型来指导学生模型的训练，这个过程中学习的目标就是让$\funp{P}(\seq{y}|\seq{x})$尽可能接近$\funp{P}(\seq{y}|\seq{p})$，这样学生模型就可以学习到源语言到目标语言的翻译知识。
 %----------------------------------------------
 \begin{figure}[h]
 \centering

bibliography.bib

@@ -6552,7 +6552,7 @@ author    = {Yoshua Bengio and
                Andrew McCallum},
   title     = {Active Bias: Training More Accurate Neural Networks by Emphasizing
                High Variance Samples},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {1002--1012},
   year      = {2017}
 }
@@ -6637,7 +6637,7 @@ author    = {Yoshua Bengio and
                Oriol Vinyals and
                Navdeep Jaitly and
                Noam Shazeer},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {1171--1179},
   year      = {2015}
 }
@@ -6647,7 +6647,7 @@ author    = {Yoshua Bengio and
                Oriol Vinyals and
                Navdeep Jaitly and
                Noam Shazeer},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {1171--1179},
   year      = {2015}
 }
@@ -6972,7 +6972,7 @@ year={2012}
 @inproceedings{Gu2019LevenshteinT,
   title={Levenshtein Transformer},
   author={Jiatao Gu and Changhan Wang and Jake Zhao},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {11179--11189},
   year      = {2019},
 }
@@ -7128,7 +7128,7 @@ year={2012}
 @inproceedings{Jiang2012LearnedPF,
   title={Learned Prioritization for Trading Off Accuracy and Speed},
   author={Jiarong Jiang and Adam R. Teichert and Hal Daum{\'e} and Jason Eisner},
-  publisher={Conference and Workshop on Neural Information Processing Systems},
+  publisher={Annual Conference on Neural Information Processing Systems},
   pages={1340--1348},
   year= {2012}
 }
@@ -7283,7 +7283,7 @@ year={2012}
                Oriol Vinyals and
                Navdeep Jaitly and
                Noam Shazeer},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {1171--1179},
   year      = {2015}
 }
@@ -7365,7 +7365,7 @@ year={2012}
                Omer Levy and
                Graham Neubig},
   title     = {Are Sixteen Heads Really Better than One?},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {14014--14024},
   year      = {2019}
 }
@@ -7428,7 +7428,7 @@ year={2012}
   title={Generative Neural Machine Translation},
   author={Harshil Shah and
                David Barber},
-  publisher={Conference and Workshop on Neural Information Processing Systems},
+  publisher={Annual Conference on Neural Information Processing Systems},
   pages={1353--1362},
   year={2018}
 }
@@ -7529,7 +7529,7 @@ year={2012}
                Jeff Pool and
                John Tran and
                William J. Dally},
-  publisher={Conference and Workshop on Neural Information Processing Systems},
+  publisher={Annual Conference on Neural Information Processing Systems},
   pages={1135--1143},
   year={2015}
 }
@@ -7779,7 +7779,7 @@ author    = {Zhuang Liu and
 @inproceedings{Ho2016GenerativeAI,
   title={Generative Adversarial Imitation Learning},
   author={Jonathan Ho and Stefano Ermon},
-  publisher={Conference and Workshop on Neural Information Processing Systems},
+  publisher={Annual Conference on Neural Information Processing Systems},
   pages={4565--4573},
   year={2016}
 }
@@ -8044,7 +8044,7 @@ author    = {Zhuang Liu and
                Ran El-Yaniv and
                Yoshua Bengio},
   title     = {Binarized Neural Networks},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {4107--4115},
   year      = {2016}
 }
@@ -8399,7 +8399,7 @@ author    = {Zhuang Liu and
 @inproceedings{Eisner2011LearningST,
   title={Learning Speed-Accuracy Tradeoffs in Nondeterministic Inference Algorithms},
   author={J. Eisner and Hal Daum{\'e}},
-  publisher={Conference and Workshop on Neural Information Processing Systems},
+  publisher={Annual Conference on Neural Information Processing Systems},
   year={2011}
 }
 @inproceedings{Kazimi2017CoverageFC,
@@ -9729,7 +9729,7 @@ author    = {Zhuang Liu and
                Jesse Bettencourt and
                David Duvenaud},
   title     = {Neural Ordinary Differential Equations},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {6572--6583},
   year      = {2018}
 }
@@ -10078,7 +10078,7 @@ author    = {Zhuang Liu and
                Omer Levy and
                Graham Neubig},
   title     = {Are Sixteen Heads Really Better than One?},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {14014--14024},
   year      = {2019}
 }
@@ -10324,9 +10324,9 @@ author    = {Zhuang Liu and
   year      = {2016}
 }
 @inproceedings{DBLP:conf/nips/SuttonMSM99,
-  author    = {Richard S. Sutton and
-               David A. McAllester and
-               Satinder P. Singh and
+  author    = {Richard Sutton and
+               David Allen McAllester and
+               Satinder Singh and
                Yishay Mansour},
   title     = {Policy Gradient Methods for Reinforcement Learning with Function Approximation},
   pages     = {1057--1063},
@@ -10439,7 +10439,7 @@ author    = {Zhuang Liu and
   publisher = {Computer Science},
   year = {2015},
 }
-@phdthesis{黄书剑0统计机器翻译中的词对齐研究,
+@inproceedings{黄书剑0统计机器翻译中的词对齐研究,
   title={统计机器翻译中的词对齐研究},
   author={黄书剑},
   publisher={南京大学},
@@ -10504,7 +10504,7 @@ author    = {Zhuang Liu and
                Tommi S. Jaakkola},
   title     = {Gromov-Wasserstein Alignment of Word Embedding Spaces},
   pages     = {1881--1890},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/lrec/GarneauGBDL20,
@@ -10517,7 +10517,7 @@ author    = {Zhuang Liu and
                Mappings of Word Embeddings: Making the Method Robustly Reproducible
                as Well},
   pages     = {5546--5554},
-  publisher = {European Language Resources Association},
+  publisher = {Language Resources and Evaluation Conference},
   year      = {2020}
 }
 @inproceedings{DBLP:conf/naacl/XingWLL15,
@@ -10528,7 +10528,7 @@ author    = {Zhuang Liu and
   title     = {Normalized Word Embedding and Orthogonal Transform for Bilingual Word
                Translation},
   pages     = {1006--1011},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Conference of the North American Chapter of the Association for Computational Linguistics},
   year      = {2015}
 }
 @inproceedings{DBLP:conf/iclr/SmithTHH17,
@@ -10548,7 +10548,7 @@ author    = {Zhuang Liu and
                Anna Korhonen},
   title     = {Do We Really Need Fully Unsupervised Cross-Lingual Embeddings?},
   pages     = {4406--4417},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2019}
 }
 @inproceedings{DBLP:journals/talip/MarieF20,
@@ -10588,6 +10588,7 @@ author    = {Zhuang Liu and
                Guillaume Lample},
   title     = {Cross-lingual Language Model Pretraining},
   pages     = {7057--7067},
+  publisher = {Annual Conference on Neural Information Processing Systems}
   year      = {2019}
 }
 @inproceedings{DBLP:journals/ipm/FarhanTAJATT20,
@@ -10735,11 +10736,11 @@ author    = {Zhuang Liu and
 }
 @inproceedings{DBLP:conf/naacl/MohiuddinJ19,
   author    = {Tasnim Mohiuddin and
-               Shafiq R. Joty},
+               Shafiq Rayhan Joty},
   title     = {Revisiting Adversarial Autoencoder for Unsupervised Word Translation
                with Cycle Consistency and Improved Training},
   pages     = {3857--3867},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/acl/HuangQC19,
@@ -10748,7 +10749,7 @@ author    = {Zhuang Liu and
                Kenneth Church},
   title     = {Hubless Nearest Neighbor Search for Bilingual Lexicon Induction},
   pages     = {4072--4080},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2019}
 }
 @inproceedings{DBLP:journals/corr/abs-1811-01124,
@@ -10757,8 +10758,7 @@ author    = {Zhuang Liu and
                Marco Cuturi and
                Armand Joulin},
   title     = {Unsupervised Hyperalignment for Multilingual Word Embeddings},
-  publisher   = {CoRR},
-  volume    = {abs/1811.01124},
+  publisher   = {International Conference on Learning Representations},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/DouZH18,
@@ -10767,7 +10767,7 @@ author    = {Zhuang Liu and
                Shujian Huang},
   title     = {Unsupervised Bilingual Lexicon Induction via Latent Variable Models},
   pages     = {621--626},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/HoshenW18,
@@ -10775,7 +10775,7 @@ author    = {Zhuang Liu and
                Lior Wolf},
   title     = {Non-Adversarial Unsupervised Word Translation},
   pages     = {469--478},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/KimGN18,
@@ -10785,16 +10785,16 @@ author    = {Zhuang Liu and
   title     = {Improving Unsupervised Word-by-Word Translation with Language Model
                and Denoising Autoencoder},
   pages     = {862--868},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/MukherjeeYH18,
   author    = {Tanmoy Mukherjee and
                Makoto Yamada and
-               Timothy M. Hospedales},
+               Timothy Hospedales},
   title     = {Learning Unsupervised Word Translations Without Adversaries},
   pages     = {627--632},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/ChenC18,
@@ -10802,7 +10802,7 @@ author    = {Zhuang Liu and
                Claire Cardie},
   title     = {Unsupervised Multilingual Word Embeddings},
   pages     = {261--270},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/TaitelbaumCG19,
@@ -10811,7 +10811,7 @@ author    = {Zhuang Liu and
                Jacob Goldberger},
   title     = {Multilingual word translation using auxiliary languages},
   pages     = {1330--1335},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/acl/YangLCLS19,
@@ -10823,7 +10823,7 @@ author    = {Zhuang Liu and
   title     = {{MAAM:} {A} Morphology-Aware Alignment Model for Unsupervised Bilingual
                Lexicon Induction},
   pages     = {3190--3196},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/acl/OrmazabalALSA19,
@@ -10834,7 +10834,7 @@ author    = {Zhuang Liu and
                Eneko Agirre},
   title     = {Analyzing the Limitations of Cross-lingual Word Embedding Mappings},
   pages     = {4990--4995},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/acl/ArtetxeLA19a,
@@ -10843,7 +10843,7 @@ author    = {Zhuang Liu and
                Eneko Agirre},
   title     = {Bilingual Lexicon Induction through Unsupervised Machine Translation},
   pages     = {5002--5007},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/rep4nlp/VulicKG20,
@@ -10853,7 +10853,7 @@ author    = {Zhuang Liu and
   title     = {Improving Bilingual Lexicon Induction with Unsupervised Post-Processing
                of Monolingual Word Vector Spaces},
   pages     = {45--54},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2020}
 }
 @inproceedings{hartmann2018empirical,
@@ -10869,7 +10869,7 @@ author    = {Zhuang Liu and
   title     = {Lost in Evaluation: Misleading Benchmarks for Bilingual Dictionary
                Induction},
   pages     = {3334--3339},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/nips/HartmannKS19,
@@ -10878,6 +10878,7 @@ author    = {Zhuang Liu and
                Anders S{\o}gaard},
   title     = {Comparing Unsupervised Word Translation Methods Step by Step},
   pages     = {6031--6041},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   year      = {2019}
 }
 @inproceedings{DBLP:conf/emnlp/HartmannKS18,
@@ -10887,7 +10888,7 @@ author    = {Zhuang Liu and
   title     = {Why is unsupervised alignment of English embeddings from different
                algorithms so hard?},
   pages     = {582--586},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/JoulinBMJG18,
@@ -10899,7 +10900,7 @@ author    = {Zhuang Liu and
   title     = {Loss in Translation: Learning Bilingual Word Mapping with a Retrieval
                Criterion},
   pages     = {2979--2984},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/acl/SogaardVR18,
@@ -10908,7 +10909,7 @@ author    = {Zhuang Liu and
                Ivan Vulic},
   title     = {On the Limitations of Unsupervised Bilingual Dictionary Induction},
   pages     = {778--788},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/naacl/HeymanVVM19,
@@ -10919,7 +10920,7 @@ author    = {Zhuang Liu and
   title     = {Learning Unsupervised Multilingual Word Embeddings with Incremental
                Multilingual Hubs},
   pages     = {1890--1902},
-  publisher = {Annual Meeting of the Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Conference of the North American Chapter of the Association for Computational Linguistics},
   year      = {2019}
 }
 @inproceedings{2019ADabre,
@@ -10948,16 +10949,6 @@ author    = {Zhuang Liu and
   publisher = {Annual Meeting of the Association for Computational Linguistics},
   year      = {2019}
 }
-@inproceedings{DBLP:conf/acl/ChenLCL17,
-  author    = {Yun Chen and
-               Yang Liu and
-               Yong Cheng and
-               Victor O. K. Li},
-  title     = {A Teacher-Student Framework for Zero-Resource Neural Machine Translation},
-  pages     = {1925--1935},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
-  year      = {2017}
-}
 @inproceedings{DBLP:journals/mt/WuW07,
   author    = {Hua Wu and
                Haifeng Wang},
@@ -10995,7 +10986,7 @@ author    = {Zhuang Liu and
   title     = {Improving Pivot-Based Statistical Machine Translation by Pivoting
                the Co-occurrence Count of Phrase Pairs},
   pages     = {1665--1675},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2014}
 }
 @inproceedings{DBLP:conf/acl/MiuraNSTN15,
@@ -11067,7 +11058,7 @@ author    = {Zhuang Liu and
                Rafael E. Banchs},
   title     = {Enhancing scarce-resource language translation through pivot combinations},
   pages     = {1361--1365},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {International Joint Conference on Natural Language Processing},
   year      = {2011}
 }
 @inproceedings{DBLP:journals/corr/HintonVD15,
@@ -11097,7 +11088,7 @@ author    = {Zhuang Liu and
                Victor O. K. Li},
   title     = {Universal Neural Machine Translation for Extremely Low Resource Languages},
   pages     = {344--354},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Conference of the North American Chapter of the Association for Computational Linguistics},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/icml/FinnAL17,
@@ -11163,7 +11154,7 @@ author    = {Zhuang Liu and
                Zhou Zhao and
                Tie-Yan Liu},
   title     = {Multilingual Neural Machine Translation with Knowledge Distillation},
-  publisher = {OpenReview.net},
+  publisher = {International Conference on Learning Representations},
   year      = {2019}
 }
 @inproceedings{platanios2018contextual,
@@ -11212,7 +11203,7 @@ author    = {Zhuang Liu and
   title     = {On the Importance of Pivot Language Selection for Statistical Machine
                Translation},
   pages     = {221--224},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Annual Conference of the North American Chapter of the Association for Computational Linguistics},
   year      = {2009}
 }
 @inproceedings{dabre2020survey,
@@ -11231,7 +11222,7 @@ author    = {Zhuang Liu and
                Yuexin Wu},
   title     = {Unsupervised Cross-lingual Transfer of Word Embedding Spaces},
   pages     = {2465--2474},
-  publisher = {Annual Meeting of the Association for Computational Linguistics},
+  publisher = {Conference on Empirical Methods in Natural Language Processing},
   year      = {2018}
 }
 @inproceedings{DBLP:conf/emnlp/ZhangLLS17,
@@ -11635,7 +11626,7 @@ author    = {Zhuang Liu and
                Quoc Le},
   title     = {Semi-supervised Sequence Learning},
   pages     = {3079--3087},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   year      = {2015}
 }
 @inproceedings{DBLP:journals/corr/abs-1802-05365,
@@ -11814,7 +11805,7 @@ author    = {Zhuang Liu and
                Abhinav Gupta},
   title     = {Revisiting Unreasonable Effectiveness of Data in Deep Learning Era},
   pages     = {843--852},
-  publisher = {{IEEE} Computer Society},
+  publisher = {IEEE International Conference on Computer Vision},
   year      = {2017}
 }
 @inproceedings{DBLP:conf/acl/DuhNST13,
@@ -11842,7 +11833,7 @@ author    = {Zhuang Liu and
                Marcello Federico},
   title     = {Fill-up versus interpolation methods for phrase-based {SMT} adaptation},
   pages     = {136--143},
-  publisher = {International Symposium on Computer Architecture},
+  publisher = {International Workshop on Spoken Language Translation},
   year      = {2011}
 }
 @inproceedings{niehues2012detailed,
@@ -11918,7 +11909,7 @@ author    = {Zhuang Liu and
                Alex Waibel},
   title     = {Language Model Adaptation for Statistical Machine Translation Based
                on Information Retrieval},
-  publisher = {European Language Resources Association},
+  publisher = {International Conference on Language Resources and Evaluation},
   year      = {2004}
 }
 @inproceedings{DBLP:conf/coling/ZhaoEV04,
@@ -12585,7 +12576,7 @@ author    = {Zhuang Liu and
                Stefan Lee},
   title     = {ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations
                for Vision-and-Language Tasks},
-  publisher = {Annual Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Annual Conference on Neural Information Processing Systems},
   pages     = {13--23},
   year      = {2019}
 }
@@ -12662,7 +12653,7 @@ author    = {Zhuang Liu and
                Tie-Yan Liu and
                Wei-Ying Ma},
   title     = {Dual Learning for Machine Translation},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {820--828},
   year      = {2016}
 }
@@ -12807,7 +12798,7 @@ author    = {Zhuang Liu and
   title     = {Sequence to Sequence Learning with Neural Networks},
   pages     = {3104--3112},
   year      = {2014},
-  publisher = {Conference and Workshop on Neural Information Processing Systems}
+  publisher = {Annual Conference on Neural Information Processing Systems}
 }
 @inproceedings{DBLP:conf/emnlp/LaubliS018,
   author    = {Samuel L{\"{a}}ubli and
@@ -13304,7 +13295,7 @@ author    = {Zhuang Liu and
                Kyunghyun Cho and
                Yoshua Bengio},
   title     = {Attention-Based Models for Speech Recognition},
-  publisher = {Conference and Workshop on Neural Information Processing Systems},
+  publisher = {Annual Conference on Neural Information Processing Systems},
   pages     = {577--585},
   year      = {2015}
 }