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Towards Understanding Large-Scale Discourse Structures in Pre-Trained and Fine-Tuned Language Models


Apr 08, 2022
Patrick Huber, Giuseppe Carenini

* In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) 
* 9 pages 

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Predicting Above-Sentence Discourse Structure using Distant Supervision from Topic Segmentation


Dec 12, 2021
Patrick Huber, Linzi Xing, Giuseppe Carenini

* AAAI 2022 

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CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training


Oct 14, 2021
Patrick Huber, Armen Aghajanyan, Barlas Oğuz, Dmytro Okhonko, Wen-tau Yih, Sonal Gupta, Xilun Chen


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W-RST: Towards a Weighted RST-style Discourse Framework


Jun 04, 2021
Patrick Huber, Wen Xiao, Giuseppe Carenini

* 9 pages, Accepted at ACL 2021 

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Predicting Discourse Trees from Transformer-based Neural Summarizers


Apr 14, 2021
Wen Xiao, Patrick Huber, Giuseppe Carenini

* 14 pages, accepted by NAACL 2021 

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Unsupervised Learning of Discourse Structures using a Tree Autoencoder


Dec 17, 2020
Patrick Huber, Giuseppe Carenini

* Accepted to AAAI 2021, 7 pages 

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Do We Really Need That Many Parameters In Transformer For Extractive Summarization? Discourse Can Help !


Dec 03, 2020
Wen Xiao, Patrick Huber, Giuseppe Carenini

* In the Proceeding of 1st Workshop on Computational Approaches to Discourse (CODI) at EMNLP 2020. 11 pages 

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Unleashing the Power of Neural Discourse Parsers -- A Context and Structure Aware Approach Using Large Scale Pretraining


Nov 06, 2020
Grigorii Guz, Patrick Huber, Giuseppe Carenini

* 10 pages, 1 figure, COLING 2020 

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From Sentiment Annotations to Sentiment Prediction through Discourse Augmentation


Nov 05, 2020
Patrick Huber, Giuseppe Carenini

* In Proceedings of the 28 International Conference on Computational Linguistics (COLING). 10 pages 

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MEGA RST Discourse Treebanks with Structure and Nuclearity from Scalable Distant Sentiment Supervision


Nov 05, 2020
Patrick Huber, Giuseppe Carenini

* In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP). 9 pages 

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Predicting Discourse Structure using Distant Supervision from Sentiment


Oct 30, 2019
Patrick Huber, Giuseppe Carenini

* Accepted to EMNLP 2019, 9 pages 

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A Hierarchical Approach to Neural Context-Aware Modeling


Aug 06, 2018
Patrick Huber, Jan Niehues, Alex Waibel

* 8 pages, 2 figures, 1 table 

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Automated Evaluation of Out-of-Context Errors


Mar 23, 2018
Patrick Huber, Jan Niehues, Alex Waibel

* LREC 2018, 5 pages, Out-of-Context Error Recognition, Automatic Evaluation Dataset, Text Understanding, TEDTalk 

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