Hard-Coded Gaussian Attention for Neural Machine Translation

1 code implementation • ACL 2020 • Weiqiu You, Simeng Sun, Mohit Iyyer

Recent work has questioned the importance of the Transformer's multi-headed attention for achieving high translation quality.

Machine Translation Translation

Macro-Average: Rare Types Are Important Too

1 code implementation • NAACL 2021 • Thamme Gowda, Weiqiu You, Constantine Lignos, Jonathan May

While traditional corpus-level evaluation metrics for machine translation (MT) correlate well with fluency, they struggle to reflect adequacy.

Cross-Lingual Information Retrieval Machine Translation +2

Causal Reasoning of Entities and Events in Procedural Texts

1 code implementation • 26 Jan 2023 • Li Zhang, Hainiu Xu, Yue Yang, Shuyan Zhou, Weiqiu You, Manni Arora, Chris Callison-Burch

By injecting the causal relations between entities and events as intermediate reasoning steps in our representation, we further boost the performance to . 67 F1.

Sum-of-Parts Models: Faithful Attributions for Groups of Features

1 code implementation • 25 Oct 2023 • Weiqiu You, Helen Qu, Marco Gatti, Bhuvnesh Jain, Eric Wong

An explanation of a machine learning model is considered "faithful" if it accurately reflects the model's decision-making process.

Decision Making