Are Machine Rationales (Not) Useful to Humans? Measuring and Improving Human Utility of Free-text Rationales ACL

Brihi Joshi | Ziyi Liu | Sahana Ramnath | Aaron Chan | Zhewei Tong | Shaoliang Nie | Qifan Wang | Yejin Choi | Xiang Ren |

XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models ACL

Dong-Ho Lee | Akshen Kadakia | Brihi Joshi | Aaron Chan | Ziyi Liu | Kiran Narahari | Takashi Shibuya | Ryosuke Mitani | Toshiyuki Sekiya | Jay Pujara | Xiang Ren |

ER-Test: Evaluating Explanation Regularization Methods for Language Models F i n d i n g s - E M N L P

Brihi Joshi | Aaron Chan | Ziyi Liu | Shaoliang Nie | Maziar Sanjabi | Hamed Firooz | Xiang Ren |

The Devil is in the Details: Evaluating Limitations of Transformer-based Methods for Granular Tasks COLING

Brihi Joshi | Neil Shah | Francesco Barbieri | Leonardo Neves |