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Reliability Testing for Natural Language Processing Systems


May 06, 2021
Samson Tan, Shafiq Joty, Kathy Baxter, Araz Taeihagh, Gregory A. Bennett, Min-Yen Kan

* Accepted to ACL-IJCNLP 2021 (main conference). Final camera-ready version to follow shortly 

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Addressing the Vulnerability of NMT in Input Perturbations


Apr 20, 2021
Weiwen Xu, Ai Ti Aw, Yang Ding, Kui Wu, Shafiq Joty

* Accepted by NAACL 2021 Industry Track 

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Code-Mixing on Sesame Street: Dawn of the Adversarial Polyglots


Mar 17, 2021
Samson Tan, Shafiq Joty

* To be presented at NAACL-HLT 2021. Final version to follow 

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Towards Multi-Sense Cross-Lingual Alignment of Contextual Embeddings


Mar 11, 2021
Linlin Liu, Thien Hai Nguyen, Shafiq Joty, Lidong Bing, Luo Si


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Weakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning


Jan 28, 2021
Amrita Saha, Shafiq Joty, Steven C. H. Hoi


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DAGA: Data Augmentation with a Generation Approach for Low-resource Tagging Tasks


Nov 03, 2020
Bosheng Ding, Linlin Liu, Lidong Bing, Canasai Kruengkrai, Thien Hai Nguyen, Shafiq Joty, Luo Si, Chunyan Miao

* Accepted by EMNLP 2020 

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Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation


Oct 24, 2020
Alexander R. Fabbri, Simeng Han, Haoyuan Li, Haoran Li, Marjan Ghazvininejad, Shafiq Joty, Dragomir Radev, Yashar Mehdad


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Online Conversation Disentanglement with Pointer Networks


Oct 21, 2020
Tao Yu, Shafiq Joty


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Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading


Oct 16, 2020
Yifan Gao, Chien-Sheng Wu, Jingjing Li, Shafiq Joty, Steven C. H. Hoi, Caiming Xiong, Irwin King, Michael R. Lyu

* EMNLP 2020 main conference, 11 pages, 3 Figures 

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Response Selection for Multi-Party Conversations with Dynamic Topic Tracking


Oct 15, 2020
Weishi Wang, Shafiq Joty, Steven C. H. Hoi

* 9 pages, EMNLP2020 

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Pronoun-Targeted Fine-tuning for NMT with Hybrid Losses


Oct 15, 2020
Prathyusha Jwalapuram, Shafiq Joty, Youlin Shen

* EMNLP 2020 

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Finding It at Another Side: A Viewpoint-Adapted Matching Encoder for Change Captioning


Sep 30, 2020
Xiangxi Shi, Xu Yang, Jiuxiang Gu, Shafiq Joty, Jianfei Cai

* ECCV2020 

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GeDi: Generative Discriminator Guided Sequence Generation


Sep 14, 2020
Ben Krause, Akhilesh Deepak Gotmare, Bryan McCann, Nitish Shirish Keskar, Shafiq Joty, Richard Socher, Nazneen Fatema Rajani


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Differentiable Window for Dynamic Local Attention


Jun 24, 2020
Thanh-Tung Nguyen, Xuan-Phi Nguyen, Shafiq Joty, Xiaoli Li

* Accepted at ACL 2020 

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Efficient Constituency Parsing by Pointing


Jun 24, 2020
Thanh-Tung Nguyen, Xuan-Phi Nguyen, Shafiq Joty, Xiaoli Li

* Accepted at ACL 2020 

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Multi-Agent Cross-Translated Diversification for Unsupervised Machine Translation


Jun 03, 2020
Xuan-Phi Nguyen, Shafiq Joty, Wu Kui, Ai Ti Aw


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EMT: Explicit Memory Tracker with Coarse-to-Fine Reasoning for Conversational Machine Reading


May 26, 2020
Yifan Gao, Chien-Sheng Wu, Shafiq Joty, Caiming Xiong, Richard Socher, Irwin King, Michael R. Lyu, Steven C. H. Hoi

* ACL 2020, 11 pages, 3 figures 

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It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations


May 09, 2020
Samson Tan, Shafiq Joty, Min-Yen Kan, Richard Socher

* To appear in the Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020) 

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Mind Your Inflections! Improving NLP for Non-Standard English with Base-Inflection Encoding


Apr 30, 2020
Samson Tan, Shafiq Joty, Lav R. Varshney, Min-Yen Kan


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CohEval: Benchmarking Coherence Models


Apr 30, 2020
Tasnim Mohiuddin, Prathyusha Jwalapuram, Xiang Lin, Shafiq Joty


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Can Your Context-Aware MT System Pass the DiP Benchmark Tests? : Evaluation Benchmarks for Discourse Phenomena in Machine Translation


Apr 30, 2020
Prathyusha Jwalapuram, Barbara Rychalska, Shafiq Joty, Dominika Basaj


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VD-BERT: A Unified Vision and Dialog Transformer with BERT


Apr 29, 2020
Yue Wang, Shafiq Joty, Michael R. Lyu, Irwin King, Caiming Xiong, Steven C. H. Hoi

* 15 pages, 7 figures, 4 tables 

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LNMap: Departures from Isomorphic Assumption in Bilingual Lexicon Induction Through Non-Linear Mapping in Latent Space


Apr 28, 2020
Tasnim Mohiuddin, M Saiful Bari, Shafiq Joty

* 10 pages, 1 figure 

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MultiMix: A Robust Data Augmentation Strategy for Cross-Lingual NLP


Apr 28, 2020
M Saiful Bari, Muhammad Tasnim Mohiuddin, Shafiq Joty


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Tree-structured Attention with Hierarchical Accumulation


Feb 19, 2020
Xuan-Phi Nguyen, Shafiq Joty, Steven C. H. Hoi, Richard Socher

* ICLR 2020 

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Pairwise Neural Machine Translation Evaluation


Dec 05, 2019
Francisco Guzman, Shafiq Joty, Lluis Marquez, Preslav Nakov

* Conference of the Association for Computational Linguistics (ACL'2015) 
* machine translation evaluation, machine translation, pairwise ranking, learning to rank. arXiv admin note: substantial text overlap with arXiv:1710.02095 

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DiscoTK: Using Discourse Structure for Machine Translation Evaluation


Nov 28, 2019
Shafiq Joty, Francisco Guzman, Lluis Marquez, Preslav Nakov

* WMT-2014 
* machine translation evaluation, machine translation, tree kernels, discourse, convolutional kernels, discourse tree, RST, rhetorical structure theory, ASIYA 

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Zero-Resource Cross-Lingual Named Entity Recognition


Nov 22, 2019
M Saiful Bari, Shafiq Joty, Prathyusha Jwalapuram

* Proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI-2020) 

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