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MURAL: Multimodal, Multitask Retrieval Across Languages


Sep 10, 2021
Aashi Jain, Mandy Guo, Krishna Srinivasan, Ting Chen, Sneha Kudugunta, Chao Jia, Yinfei Yang, Jason Baldridge


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A Simple and Effective Method To Eliminate the Self Language Bias in Multilingual Representations


Sep 10, 2021
Ziyi Yang, Yinfei Yang, Daniel Cer, Eric Darve

* Accepted to the 2021 Conference on Empirical Methods in Natural Language Processing 

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Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models


Aug 26, 2021
Jianmo Ni, Gustavo Hernández Ábrego, Noah Constant, Ji Ma, Keith B. Hall, Daniel Cer, Yinfei Yang


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Pathdreamer: A World Model for Indoor Navigation


May 18, 2021
Jing Yu Koh, Honglak Lee, Yinfei Yang, Jason Baldridge, Peter Anderson


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Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision


Feb 11, 2021
Chao Jia, Yinfei Yang, Ye Xia, Yi-Ting Chen, Zarana Parekh, Hieu Pham, Quoc V. Le, Yunhsuan Sung, Zhen Li, Tom Duerig


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Cross-Modal Contrastive Learning for Text-to-Image Generation


Jan 15, 2021
Han Zhang, Jing Yu Koh, Jason Baldridge, Honglak Lee, Yinfei Yang


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Universal Sentence Representation Learning with Conditional Masked Language Model


Dec 29, 2020
Ziyi Yang, Yinfei Yang, Daniel Cer, Jax Law, Eric Darve

* preprint, updated license 

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Text-to-Image Generation Grounded by Fine-Grained User Attention


Nov 07, 2020
Jing Yu Koh, Jason Baldridge, Honglak Lee, Yinfei Yang

* To appear in WACV 2021 

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Neural Passage Retrieval with Improved Negative Contrast


Oct 23, 2020
Jing Lu, Gustavo Hernandez Abrego, Ji Ma, Jianmo Ni, Yinfei Yang


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Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation


Sep 29, 2020
Yinfei Yang, Ning Jin, Kuo Lin, Mandy Guo, Daniel Cer


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Language-agnostic BERT Sentence Embedding


Jul 03, 2020
Fangxiaoyu Feng, Yinfei Yang, Daniel Cer, Naveen Arivazhagan, Wei Wang


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End-to-end Semantics-based Summary Quality Assessment for Single-document Summarization


May 13, 2020
Forrest Sheng Bao, Hebi Li, Ge Luo, Cen Chen, Yinfei Yang, Minghui Qiu


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MultiReQA: A Cross-Domain Evaluation for Retrieval Question Answering Models


May 05, 2020
Mandy Guo, Yinfei Yang, Daniel Cer, Qinlan Shen, Noah Constant


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Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCO


Apr 30, 2020
Zarana Parekh, Jason Baldridge, Daniel Cer, Austin Waters, Yinfei Yang


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Zero-shot Neural Retrieval via Domain-targeted Synthetic Query Generation


Apr 29, 2020
Ji Ma, Ivan Korotkov, Yinfei Yang, Keith Hall, Ryan McDonald

* 5 pages, 2 figures 

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LAReQA: Language-agnostic answer retrieval from a multilingual pool


Apr 11, 2020
Uma Roy, Noah Constant, Rami Al-Rfou, Aditya Barua, Aaron Phillips, Yinfei Yang


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Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve


Apr 09, 2020
Oshin Agarwal, Yinfei Yang, Byron C. Wallace, Ani Nenkova


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Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition Models


Apr 08, 2020
Oshin Agarwal, Yinfei Yang, Byron C. Wallace, Ani Nenkova


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PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification


Aug 30, 2019
Yinfei Yang, Yuan Zhang, Chris Tar, Jason Baldridge

* Accepted by EMNLP2019 

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Learning a Multitask Curriculum for Neural Machine Translation


Aug 28, 2019
Wei Wang, Ye Tian, Jiquan Ngiam, Yinfei Yang, Isaac Caswell, Zarana Parekh

* 12 pages 

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ReQA: An Evaluation for End-to-End Answer Retrieval Models


Jul 10, 2019
Amin Ahmad, Noah Constant, Yinfei Yang, Daniel Cer


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Multilingual Universal Sentence Encoder for Semantic Retrieval


Jul 09, 2019
Yinfei Yang, Daniel Cer, Amin Ahmad, Mandy Guo, Jax Law, Noah Constant, Gustavo Hernandez Abrego, Steve Yuan, Chris Tar, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil

* 6 pages, 6 tables, 2 listings, and 1 figure 

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Hierarchical Document Encoder for Parallel Corpus Mining


Jun 30, 2019
Mandy Guo, Yinfei Yang, Keith Stevens, Daniel Cer, Heming Ge, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil

* accepted by WMT2019 

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Predicting Annotation Difficulty to Improve Task Routing and Model Performance for Biomedical Information Extraction


May 19, 2019
Yinfei Yang, Oshin Agarwal, Chris Tar, Byron C. Wallace, Ani Nenkova

* NAACL2019 

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Improving Multilingual Sentence Embedding using Bi-directional Dual Encoder with Additive Margin Softmax


Feb 22, 2019
Yinfei Yang, Gustavo Hernandez Abrego, Steve Yuan, Mandy Guo, Qinlan Shen, Daniel Cer, Yun-hsuan Sung, Brian Strope, Ray Kurzweil


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Learning Cross-Lingual Sentence Representations via a Multi-task Dual-Encoder Model


Oct 30, 2018
Muthuraman Chidambaram, Yinfei Yang, Daniel Cer, Steve Yuan, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil


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