A survey on green deep learning

J Xu, W Zhou, Z Fu, H Zhou, L Li - arXiv preprint arXiv:2111.05193, 2021 - arxiv.org
In recent years, larger and deeper models are springing up and continuously pushing state-
of-the-art (SOTA) results across various fields like natural language processing (NLP) and …

Comparison of text preprocessing methods

CP Chai - Natural Language Engineering, 2023 - cambridge.org
Text preprocessing is not only an essential step to prepare the corpus for modeling but also
a key area that directly affects the natural language processing (NLP) application results. For …

The Penn Discourse Treebank: An annotated corpus of discourse relations

R Prasad, B Webber, A Joshi - Handbook of linguistic annotation, 2017 - Springer
Understanding discourse relies to a great extent on correctly interpreting relations holding
between the eventualities and facts mentioned in discourse. These discourse relations, such …

A PDTB-styled end-to-end discourse parser

Z Lin, HT Ng, MY Kan - Natural Language Engineering, 2014 - cambridge.org
Since the release of the large discourse-level annotation of the Penn Discourse Treebank
(PDTB), research work has been carried out on certain subtasks of this annotation, such as …

Codra: A novel discriminative framework for rhetorical analysis

S Joty, G Carenini, RT Ng - Computational Linguistics, 2015 - direct.mit.edu
Clauses and sentences rarely stand on their own in an actual discourse; rather, the
relationship between them carries important information that allows the discourse to express …

Discourse structure and language technology

B Webber, M Egg, V Kordoni - Natural Language Engineering, 2012 - cambridge.org
An increasing number of researchers and practitioners in Natural Language Engineering
face the prospect of having to work with entire texts, rather than individual sentences. While …

Reflections on the Penn Discourse Treebank, comparable corpora, and complementary annotation

R Prasad, B Webber, A Joshi - Computational Linguistics, 2014 - direct.mit.edu
Abstract The Penn Discourse Treebank (PDTB) was released to the public in 2008. It
remains the largest manually annotated corpus of discourse relations to date. Its focus on …

[PDF][PDF] A refined end-to-end discourse parser

J Wang, M Lan - Proceedings of the Nineteenth Conference on …, 2015 - aclanthology.org
The CoNLL-2015 shared task focuses on shallow discourse parsing, which takes a piece of
newswire text as input and returns the discourse relations in a PDTB style. In this paper, we …

[PDF][PDF] A novel discriminative framework for sentence-level discourse analysis

S Joty, G Carenini, R Ng - … of the 2012 Joint Conference on …, 2012 - aclanthology.org
We propose a complete probabilistic discriminative framework for performing sentencelevel
discourse analysis. Our framework comprises a discourse segmenter, based on a binary …

Building discourse parser for Thirukkural

R Anita, CN Subalalitha - … of the 16th International Conference on …, 2019 - aclanthology.org
Thirukkural is one of the famous Tamil Literatures in the world. It was written by
Thiruvalluvar, and focuses on ethics and morality. It provides all possible solutions to lead a …