Reducing Sentiment Bias in Language Models via Counterfactual Evaluation EMNLP Findings

Po-Sen Huang | Huan Zhang | Ray Jiang | Robert Stanforth | Johannes Welbl | Jack Rae | Vishal Maini | Dani Yogatama | Pushmeet Kohli |

Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation EMNLP

Po-Sen Huang | Robert Stanforth | Johannes Welbl | Chris Dyer | Dani Yogatama | Sven Gowal | Krishnamurthy Dvijotham | Pushmeet Kohli |

A Corpus and Cloze Evaluation for Deeper Understanding of Commonsense Stories NAACL

Nasrin Mostafazadeh | Nathanael Chambers | Xiaodong He | Devi Parikh | Dhruv Batra | Lucy Vanderwende | Pushmeet Kohli | James Allen |

evision PDF of 'Visual Storytelling NAACL

Ting-Hao Kenneth Huang | Francis Ferraro | Nasrin Mostafazadeh | Ishan Misra | Aishwarya Agrawal | Jacob Devlin | Ross Girshick | Xiaodong He | Pushmeet Kohli | Dhruv Batra | C. Lawrence Zitnick | Devi Parikh | Lucy Vanderwende | Michel Galley | Margaret Mitchell |

Story Cloze Evaluator: Vector Space Representation Evaluation by Predicting What Happens Next RepEval WS

Nasrin Mostafazadeh | Lucy Vanderwende | Wen-tau Yih | Pushmeet Kohli | James Allen |