FAITHDIAL: A Faithful Benchmark for Information-Seeking Dialogue Nouha Dziri† ♦ § Ehsan Kamalloo† Mo Yu¶∗ Edoardo M. Ponti♣ Sivan Milton‡ Osmar Zaiane† § Siva Reddy♦ ‡ ‡McGill University, Canada †University of Alberta, Canada ♦Mila –…
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Morphology Without Borders: Clause-Level Morphology
Morphology Without Borders: Clause-Level Morphology Omer Goldman Bar Ilan University, Israel omer.goldman@gmail.com Reut Tsarfaty Bar Ilan University, Israel reut.tsarfaty@biu.ac.il Abstract Morphological tasks use large multi-lingual datasets that organize words into inflection tables, which then serve…
The Emergence of Argument Structure in Artificial Languages
The Emergence of Argument Structure in Artificial Languages Tom Bosc Mila Universit´e de Montr´eal, Canada bosct@mila.quebec Pascal Vincent Meta AI, Mila Universit´e de Montr´eal, Canada CIFAR AI Chair vincentp@iro.umontreal.ca Abstract Computational approaches to the study…
An End-to-End Contrastive Self-Supervised Learning Framework for
An End-to-End Contrastive Self-Supervised Learning Framework for Language Understanding Hongchao Fang, Pengtao Xie∗ University of California San Diego, USA p1xie@eng.ucsd.edu Abstract Self-supervised learning (SSL) methods such as Word2vec, BERT, and GPT have shown great effectiveness…
A Survey on Cross-Lingual Summarization
A Survey on Cross-Lingual Summarization Jiaan Wang1∗, Fandong Meng2†, Duo Zheng4, Yunlong Liang2 Zhixu Li3†, Jianfeng Qu1 and Jie Zhou2 1School of Computer Science and Technology, Soochow University, Suzhou, China 2Pattern Recognition Center, WeChat AI,…
Neuron-level Interpretation of Deep NLP Models: 调查
Neuron-level Interpretation of Deep NLP Models: A Survey Hassan Sajjad♣∗ Nadir Durrani♠∗ Fahim Dalvi♠∗ ♣Faculty of Computer Science, Dalhousie University, Canada† ♠Qatar Computing Research Institute, HBKU, Doha, Qatar hsajjad@dal.ca, {ndurrani, faimaduddin}@hbku.edu.qa Abstract The proliferation of…
Template-based Abstractive Microblog Opinion Summarization
Template-based Abstractive Microblog Opinion Summarization Iman Munire Bilal1,4, Bo Wang2,4, Adam Tsakalidis3,4, Dong Nguyen5, Rob Procter1,4, Maria Liakata1,3,4 1Department of Computer Science, University of Warwick, UK 2Center for Precision Psychiatry, Massachusetts General Hospital, USA 3School…
Robust Dialogue State Tracking with Weak Supervision and Sparse Data
Robust Dialogue State Tracking with Weak Supervision and Sparse Data Michael Heck, Nurul Lubis, Carel van Niekerk, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Milica Gaˇsi´c Heinrich Heine University D¨usseldorf, 德国 {heckmi,lubis,niekerk,fengs,geishaus,linh,gasic}@hhu.de Abstract Generalizing dialogue state…
Learning Fair Representations via Rate-Distortion Maximization
Learning Fair Representations via Rate-Distortion Maximization Somnath Basu Roy Chowdhury and Snigdha Chaturvedi UNC Chapel Hill, 美国 {somnath, snigdha}@cs.unc.edu Abstract representations Text learned by machine learning models often encode undesirable de- mographic information of the…
Causal Inference in Natural Language Processing:
Causal Inference in Natural Language Processing: Estimation, 预言, Interpretation and Beyond Amir Feder1,10∗, Katherine A. Keith2, Emaad Manzoor3, Reid Pryzant4, Dhanya Sridhar5, Zach Wood-Doughty6, Jacob Eisenstein7, Justin Grimmer8, Roi Reichart1, Margaret E. Roberts9, Brandon M….