1 code implementation • ACL 2022 • Tal August, Katharina Reinecke, Noah Smith
Unfamiliar terminology and complex language can present barriers to understanding science.
no code implementations • Findings (ACL) 2021 • Alexander Hoyle, Ana Marasović, Noah Smith
Generating text from structured inputs, such as meaning representations or RDF triples, has often involved the use of specialized graph-encoding neural networks.
1 code implementation • EMNLP 2021 • William Merrill, Vivek Ramanujan, Yoav Goldberg, Roy Schwartz, Noah Smith
To better understand this bias, we study the tendency for transformer parameters to grow in magnitude ($\ell_2$ norm) during training, and its implications for the emergent representations within self attention layers.
4 code implementations • 15 Feb 2020 • Jesse Dodge, Gabriel Ilharco, Roy Schwartz, Ali Farhadi, Hannaneh Hajishirzi, Noah Smith
We publicly release all of our experimental data, including training and validation scores for 2, 100 trials, to encourage further analysis of training dynamics during fine-tuning.
1 code implementation • IJCNLP 2019 • Xiujun Li, Chunyuan Li, Qiaolin Xia, Yonatan Bisk, Asli Celikyilmaz, Jianfeng Gao, Noah Smith, Yejin Choi
Core to the vision-and-language navigation (VLN) challenge is building robust instruction representations and action decoding schemes, which can generalize well to previously unseen instructions and environments.
no code implementations • ACL 2018 • Phoebe Mulcaire, Swabha Swayamdipta, Noah Smith
Previous approaches to multilingual semantic dependency parsing treat languages independently, without exploiting the similarities between semantic structures across languages.
1 code implementation • ACL 2017 • Yangfeng Ji, Noah Smith
We show that discourse structure, as defined by Rhetorical Structure Theory and provided by an existing discourse parser, benefits text categorization.
3 code implementations • IJCNLP 2015 • Manaal Faruqui, Yulia Tsvetkov, Dani Yogatama, Chris Dyer, Noah Smith
Current distributed representations of words show little resemblance to theories of lexical semantics.