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The Risks of Machine Learning Systems



Samson Tan , Araz Taeihagh , Kathy Baxter


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Between words and characters: A Brief History of Open-Vocabulary Modeling and Tokenization in NLP



Sabrina J. Mielke , Zaid Alyafeai , Elizabeth Salesky , Colin Raffel , Manan Dey , Matthias Gallé , Arun Raja , Chenglei Si , Wilson Y. Lee , Benoît Sagot , Samson Tan

* 15 page preprint 

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



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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TraVLR: Now You See It, Now You Don't! Evaluating Cross-Modal Transfer of Visio-Linguistic Reasoning



Keng Ji Chow , Samson Tan , Min-Yen Kan

* The first two authors contributed equally 

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Causally Estimating the Sensitivity of Neural NLP Models to Spurious Features



Yunxiang Zhang , Liangming Pan , Samson Tan , Min-Yen Kan


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Reliability Testing for Natural Language Processing Systems



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

* Accepted to ACL-IJCNLP 2021 (main conference). Camera-ready version 

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



Samson Tan , Shafiq Joty

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

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Robustness Gym: Unifying the NLP Evaluation Landscape



Karan Goel , Nazneen Rajani , Jesse Vig , Samson Tan , Jason Wu , Stephan Zheng , Caiming Xiong , Mohit Bansal , Christopher Ré

* 34 pages, 8 figures, 6 tables 

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