Pretrained Transformers Improve Out-of-Distribution Robustness ACL

Dan Hendrycks | Xiaoyuan Liu | Eric Wallace | Adam Dziedzic | Rishabh Krishnan | Dawn Song |

AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts EMNLP

Taylor Shin | Yasaman Razeghi | Robert L. Logan IV | Eric Wallace | Sameer Singh |

Imitation Attacks and Defenses for Black-box Machine Translation Systems EMNLP

Eric Wallace | Mitchell Stern | Dawn Song |

Interpreting Predictions of NLP Models EMNLP

Eric Wallace | Matt Gardner | Sameer Singh |

Gradient-based Analysis of NLP Models is Manipulable EMNLP Findings

Junlin Wang | Jens Tuyls | Eric Wallace | Sameer Singh |

Evaluating Models’ Local Decision Boundaries via Contrast Sets EMNLP Findings

Matt Gardner | Yoav Artzi | Victoria Basmov | Jonathan Berant | Ben Bogin | Sihao Chen | Pradeep Dasigi | Dheeru Dua | Yanai Elazar | Ananth Gottumukkala | Nitish Gupta | Hannaneh Hajishirzi | Gabriel Ilharco | Daniel Khashabi | Kevin Lin | Jiangming Liu | Nelson F. Liu | Phoebe Mulcaire | Qiang Ning | Sameer Singh | Noah A. Smith | Sanjay Subramanian | Reut Tsarfaty | Eric Wallace | Ally Zhang | Ben Zhou |