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NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation


Dec 06, 2021
Kaustubh D. Dhole , Varun Gangal , Sebastian Gehrmann , Aadesh Gupta , Zhenhao Li , Saad Mahamood , Abinaya Mahendiran , Simon Mille , Ashish Srivastava , Samson Tan , Tongshuang Wu , Jascha Sohl-Dickstein , Jinho D. Choi , Eduard Hovy , Ondrej Dusek , Sebastian Ruder , Sajant Anand , Nagender Aneja , Rabin Banjade , Lisa Barthe , Hanna Behnke , Ian Berlot-Attwell , Connor Boyle , Caroline Brun , Marco Antonio Sobrevilla Cabezudo , Samuel Cahyawijaya , Emile Chapuis , Wanxiang Che , Mukund Choudhary , Christian Clauss , Pierre Colombo , Filip Cornell , Gautier Dagan , Mayukh Das , Tanay Dixit , Thomas Dopierre , Paul-Alexis Dray , Suchitra Dubey , Tatiana Ekeinhor , Marco Di Giovanni , Rishabh Gupta , Rishabh Gupta , Louanes Hamla , Sang Han , Fabrice Harel-Canada , Antoine Honore , Ishan Jindal , Przemyslaw K. Joniak , Denis Kleyko , Venelin Kovatchev , Kalpesh Krishna , Ashutosh Kumar , Stefan Langer , Seungjae Ryan Lee , Corey James Levinson , Hualou Liang , Kaizhao Liang , Zhexiong Liu , Andrey Lukyanenko , Vukosi Marivate , Gerard de Melo , Simon Meoni , Maxime Meyer , Afnan Mir , Nafise Sadat Moosavi , Niklas Muennighoff , Timothy Sum Hon Mun , Kenton Murray , Marcin Namysl , Maria Obedkova , Priti Oli , Nivranshu Pasricha , Jan Pfister , Richard Plant , Vinay Prabhu , Vasile Pais , Libo Qin , Shahab Raji , Pawan Kumar Rajpoot , Vikas Raunak , Roy Rinberg , Nicolas Roberts , Juan Diego Rodriguez , Claude Roux , Vasconcellos P. H. S. , Ananya B. Sai , Robin M. Schmidt , Thomas Scialom , Tshephisho Sefara , Saqib N. Shamsi , Xudong Shen , Haoyue Shi , Yiwen Shi , Anna Shvets , Nick Siegel , Damien Sileo , Jamie Simon , Chandan Singh , Roman Sitelew , Priyank Soni , Taylor Sorensen , William Soto , Aman Srivastava , KV Aditya Srivatsa , Tony Sun , Mukund Varma T , A Tabassum , Fiona Anting Tan , Ryan Teehan , Mo Tiwari , Marie Tolkiehn , Athena Wang , Zijian Wang , Gloria Wang , Zijie J. Wang , Fuxuan Wei , Bryan Wilie , Genta Indra Winata , Xinyi Wu , Witold Wydmański , Tianbao Xie , Usama Yaseen , M. Yee , Jing Zhang , Yue Zhang

* 39 pages, repository at https://github.com/GEM-benchmark/NL-Augmenter 

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Investigating Robustness of Dialog Models to Popular Figurative Language Constructs


Oct 01, 2021
Harsh Jhamtani , Varun Gangal , Eduard Hovy , Taylor Berg-Kirkpatrick

* EMNLP 2021 Short Paper 

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Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data


Sep 22, 2021
Dheeraj Mekala , Varun Gangal , Jingbo Shang

* Accepted to appear in EMNLP 2021 

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Retrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense in Text Generation Models


Sep 08, 2021
Steven Y. Feng , Kevin Lu , Zhuofu Tao , Malihe Alikhani , Teruko Mitamura , Eduard Hovy , Varun Gangal


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SAPPHIRE: Approaches for Enhanced Concept-to-Text Generation


Aug 15, 2021
Steven Y. Feng , Jessica Huynh , Chaitanya Narisetty , Eduard Hovy , Varun Gangal

* INLG 2021. Code available at https://github.com/styfeng/SAPPHIRE 

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Automatic Construction of Evaluation Suites for Natural Language Generation Datasets


Jun 16, 2021
Simon Mille , Kaustubh D. Dhole , Saad Mahamood , Laura Perez-Beltrachini , Varun Gangal , Mihir Kale , Emiel van Miltenburg , Sebastian Gehrmann


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Improving Automated Evaluation of Open Domain Dialog via Diverse Reference Augmentation


Jun 05, 2021
Varun Gangal , Harsh Jhamtani , Eduard Hovy , Taylor Berg-Kirkpatrick

* Findings of ACL 2021 

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A Survey of Data Augmentation Approaches for NLP


May 29, 2021
Steven Y. Feng , Varun Gangal , Jason Wei , Sarath Chandar , Soroush Vosoughi , Teruko Mitamura , Eduard Hovy

* Accepted to ACL 2021 Findings. GitHub repo with paper list at https://github.com/styfeng/DataAug4NLP 

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