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Neuron-level Interpretation of Deep NLP Models: A Survey


Aug 30, 2021
Hassan Sajjad, Nadir Durrani, Fahim Dalvi

* 13 pages 

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What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis


Jul 01, 2021
Shammur Absar Chowdhury, Nadir Durrani, Ahmed Ali

* Submitted to CSL. Keywords: Speech, Neuron Analysis, Interpretibility, Diagnostic Classifier, AI explainability, End-to-End Architecture 

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How transfer learning impacts linguistic knowledge in deep NLP models?


May 31, 2021
Nadir Durrani, Hassan Sajjad, Fahim Dalvi

* Findings of the ACL 2021 

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Fine-grained Interpretation and Causation Analysis in Deep NLP Models


May 29, 2021
Hassan Sajjad, Narine Kokhlikyan, Fahim Dalvi, Nadir Durrani

* Accepted at NAACL Tutorial 

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Effect of Post-processing on Contextualized Word Representations


Apr 15, 2021
Hassan Sajjad, Firoj Alam, Fahim Dalvi, Nadir Durrani


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Analyzing Individual Neurons in Pre-trained Language Models


Oct 06, 2020
Nadir Durrani, Hassan Sajjad, Fahim Dalvi, Yonatan Belinkov

* Accepted in EMNLP 2020 

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Fighting the COVID-19 Infodemic in Social Media: A Holistic Perspective and a Call to Arms


Jul 15, 2020
Firoj Alam, Fahim Dalvi, Shaden Shaar, Nadir Durrani, Hamdy Mubarak, Alex Nikolov, Giovanni Da San Martino, Ahmed Abdelali, Hassan Sajjad, Kareem Darwish, Preslav Nakov

* COVID-19, Infodemic, Disinformation, Misinformation, Fake News, Call to Arms, Crowdsourcing Annotations 

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Similarity Analysis of Contextual Word Representation Models


May 03, 2020
John M. Wu, Yonatan Belinkov, Hassan Sajjad, Nadir Durrani, Fahim Dalvi, James Glass

* Accepted to ACL 2020 

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Fighting the COVID-19 Infodemic: Modeling the Perspective of Journalists, Fact-Checkers, Social Media Platforms, Policy Makers, and the Society


Apr 30, 2020
Firoj Alam, Shaden Shaar, Alex Nikolov, Hamdy Mubarak, Giovanni Da San Martino, Ahmed Abdelali, Fahim Dalvi, Nadir Durrani, Hassan Sajjad, Kareem Darwish, Preslav Nakov


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Exploiting Redundancy in Pre-trained Language Models for Efficient Transfer Learning


Apr 08, 2020
Fahim Dalvi, Hassan Sajjad, Nadir Durrani, Yonatan Belinkov

* 11 Pages, 5 figures 

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Poor Man's BERT: Smaller and Faster Transformer Models


Apr 08, 2020
Hassan Sajjad, Fahim Dalvi, Nadir Durrani, Preslav Nakov

* 12 

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On the Linguistic Representational Power of Neural Machine Translation Models


Nov 01, 2019
Yonatan Belinkov, Nadir Durrani, Fahim Dalvi, Hassan Sajjad, James Glass

* Accepted to appear in the Journal of Computational Linguistics 

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Findings of the First Shared Task on Machine Translation Robustness


Jul 03, 2019
Xian Li, Paul Michel, Antonios Anastasopoulos, Yonatan Belinkov, Nadir Durrani, Orhan Firat, Philipp Koehn, Graham Neubig, Juan Pino, Hassan Sajjad


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NeuroX: A Toolkit for Analyzing Individual Neurons in Neural Networks


Dec 21, 2018
Fahim Dalvi, Avery Nortonsmith, D. Anthony Bau, Yonatan Belinkov, Hassan Sajjad, Nadir Durrani, James Glass

* AAAI Conference on Artificial Intelligence (AAAI 2019), Demonstration track, pages 2 

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What Is One Grain of Sand in the Desert? Analyzing Individual Neurons in Deep NLP Models


Dec 21, 2018
Fahim Dalvi, Nadir Durrani, Hassan Sajjad, Yonatan Belinkov, Anthony Bau, James Glass

* AAA 2019, pages 10, AAAI Conference on Artificial Intelligence (AAAI 2019) 

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Identifying and Controlling Important Neurons in Neural Machine Translation


Nov 03, 2018
Anthony Bau, Yonatan Belinkov, Hassan Sajjad, Nadir Durrani, Fahim Dalvi, James Glass


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What do Neural Machine Translation Models Learn about Morphology?


Oct 22, 2018
Yonatan Belinkov, Nadir Durrani, Fahim Dalvi, Hassan Sajjad, James Glass

* ACL 55 (2017), volume 1, 861-872 
* Updated decoder experiments 

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Incremental Decoding and Training Methods for Simultaneous Translation in Neural Machine Translation


Jun 10, 2018
Fahim Dalvi, Nadir Durrani, Hassan Sajjad, Stephan Vogel

* NAACL 2018 

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Continuous Space Reordering Models for Phrase-based MT


Jan 29, 2018
Nadir Durrani, Fahim Dalvi

* IWSLT 2017, The 14th International Workshop on Spoken Language Translation (IWSLT 2017) 

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Evaluating Layers of Representation in Neural Machine Translation on Part-of-Speech and Semantic Tagging Tasks


Jan 23, 2018
Yonatan Belinkov, Lluís Màrquez, Hassan Sajjad, Nadir Durrani, Fahim Dalvi, James Glass

* IJCNLP 8 (2017), volume 1, 1-10 
* IJCNLP 2017 

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Neural Machine Translation Training in a Multi-Domain Scenario


Sep 03, 2017
Hassan Sajjad, Nadir Durrani, Fahim Dalvi, Yonatan Belinkov, Stephan Vogel

* 7 pages 

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Machine Translation Approaches and Survey for Indian Languages


Jan 16, 2017
Nadeem Jadoon Khan, Waqas Anwar, Nadir Durrani


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QCRI Machine Translation Systems for IWSLT 16


Jan 14, 2017
Nadir Durrani, Fahim Dalvi, Hassan Sajjad, Stephan Vogel


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Enabling Medical Translation for Low-Resource Languages


Oct 09, 2016
Ahmad Musleh, Nadir Durrani, Irina Temnikova, Preslav Nakov, Stephan Vogel, Osama Alsaad

* CICLING-2016: 17th International Conference on Intelligent Text Processing and Computational Linguistics, Keywords: Machine Translation, medical translation, doctor-patient communication, resource-poor languages, Hindi 

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Egyptian Arabic to English Statistical Machine Translation System for NIST OpenMT'2015


Jun 18, 2016
Hassan Sajjad, Nadir Durrani, Francisco Guzman, Preslav Nakov, Ahmed Abdelali, Stephan Vogel, Wael Salloum, Ahmed El Kholy, Nizar Habash


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