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Multilingual discourse parsing is a very prominent research topic. The first stage for discourse parsing is discourse segmentation. The study reported in this article addresses a review of two on-line available discourse segmenters (for…

Information Retrieval · Computer Science 2020-05-04 Iria da Cunha , Juan-Manuel Torres-Moreno

Discourse parsing is an integral part of understanding information flow and argumentative structure in documents. Most previous research has focused on inducing and evaluating models from the English RST Discourse Treebank. However,…

Computation and Language · Computer Science 2017-01-12 Chloé Braud , Maximin Coavoux , Anders Søgaard

Discourse segmentation is a crucial step in building end-to-end discourse parsers. However, discourse segmenters only exist for a few languages and domains. Typically they only detect intra-sentential segment boundaries, assuming gold…

Computation and Language · Computer Science 2017-04-25 Chloé Braud , Ophélie Lacroix , Anders Søgaard

Previous works demonstrated that Automatic Text Summarization (ATS) by sentences extraction may be improved using sentence compression. In this work we present a sentence compressions approach guided by level-sentence discourse segmentation…

Computation and Language · Computer Science 2012-12-18 Alejandro Molina , Juan-Manuel Torres-Moreno , Iria da Cunha , Eric SanJuan , Gerardo Sierra

Automatic lexical simplification is a task to substitute lexical items that may be unfamiliar and difficult to understand with easier and more common words. This paper presents the description and analysis of two novel datasets for lexical…

Computation and Language · Computer Science 2025-02-21 Stefan Bott , Horacio Saggion , Nelson Peréz Rojas , Martin Solis Salazar , Saul Calderon Ramirez

Text discourse parsing plays an important role in understanding information flow and argumentative structure in natural language. Previous research under the Rhetorical Structure Theory (RST) has mostly focused on inducing and evaluating…

Computation and Language · Computer Science 2020-12-04 Zhengyuan Liu , Ke Shi , Nancy F. Chen

In this article, we describe some discursive segmentation methods as well as a preliminary evaluation of the segmentation quality. Although our experiment were carried for documents in French, we have developed three discursive segmentation…

Computation and Language · Computer Science 2020-06-15 Rémy Saksik , Alejandro Molina-Villegas , Andréa Carneiro Linhares , Juan-Manuel Torres-Moreno

Document and discourse segmentation are two fundamental NLP tasks pertaining to breaking up text into constituents, which are commonly used to help downstream tasks such as information retrieval or text summarization. In this work, we…

Computation and Language · Computer Science 2020-12-08 Michal Lukasik , Boris Dadachev , Gonçalo Simões , Kishore Papineni

Discourse segmentation, which segments texts into Elementary Discourse Units, is a fundamental step in discourse analysis. Previous discourse segmenters rely on complicated hand-crafted features and are not practical in actual use. In this…

Computation and Language · Computer Science 2018-08-29 Yizhong Wang , Sujian Li , Jingfeng Yang

The first step in discourse analysis involves dividing a text into segments. We annotate the first high-quality small-scale medical corpus in English with discourse segments and analyze how well news-trained segmenters perform on this…

Computation and Language · Computer Science 2019-04-16 Elisa Ferracane , Titan Page , Junyi Jessy Li , Katrin Erk

In this paper we will present our ongoing work on a plan-based discourse processor developed in the context of the Enthusiast Spanish to English translation system as part of the JANUS multi-lingual speech-to-speech translation system. We…

cmp-lg · Computer Science 2008-02-03 Carolyn Penstein Rose' , Barbara Di Eugenio , Lori S. Levin , Carol Van Ess-Dykema

Automated discourse analysis tools based on Natural Language Processing (NLP) aiming at the diagnosis of language-impairing dementias generally extract several textual metrics of narrative transcripts. However, the absence of sentence…

Computation and Language · Computer Science 2017-08-17 Marcos Vinícius Treviso , Christopher Shulby , Sandra Maria Aluísio

We introduce a novel top-down end-to-end formulation of document-level discourse parsing in the Rhetorical Structure Theory (RST) framework. In this formulation, we consider discourse parsing as a sequence of splitting decisions at token…

Computation and Language · Computer Science 2021-05-25 Thanh-Tung Nguyen , Xuan-Phi Nguyen , Shafiq Joty , Xiaoli Li

Automatically detecting discourse segments is an important preliminary step towards full discourse parsing. Previous research on discourse segmentation have relied on the assumption that elementary discourse units (EDUs) in a document…

Computation and Language · Computer Science 2010-03-30 Stergos Afantenos , Pascal Denis , Philippe Muller , Laurence Danlos

Segmenting text into sentences plays an early and crucial role in many NLP systems. This is commonly achieved by using rule-based or statistical methods relying on lexical features such as punctuation. Although some recent works no longer…

Computation and Language · Computer Science 2024-10-04 Markus Frohmann , Igor Sterner , Ivan Vulić , Benjamin Minixhofer , Markus Schedl

Word segmentation stands as a cornerstone of Natural Language Processing (NLP). Based on the concept of "comprehend first, segment later", we propose a new framework to explore the limit of unsupervised word segmentation with Large Language…

Computation and Language · Computer Science 2025-05-27 Zihong Zhang , Liqi He , Zuchao Li , Lefei Zhang , Hai Zhao , Bo Du

This paper is aimed at reporting on the development and application of a computer model for discourse analysis through segmentation. Segmentation refers to the principled division of texts into contiguous constituents. Other studies have…

Computation and Language · Computer Science 2007-05-23 Tony Berber Sardinha

We present an automatic text expansion system to generate English sentences, which performs automatic Natural Language Generation (NLG) by combining linguistic rules with statistical approaches. Here, "automatic" means that the system can…

We propose an efficient neural framework for sentence-level discourse analysis in accordance with Rhetorical Structure Theory (RST). Our framework comprises a discourse segmenter to identify the elementary discourse units (EDU) in a text,…

Computation and Language · Computer Science 2019-06-13 Xiang Lin , Shafiq Joty , Prathyusha Jwalapuram , M Saiful Bari

Many NLP pipelines split text into sentences as one of the crucial preprocessing steps. Prior sentence segmentation tools either rely on punctuation or require a considerable amount of sentence-segmented training data: both central…

Computation and Language · Computer Science 2023-05-31 Benjamin Minixhofer , Jonas Pfeiffer , Ivan Vulić
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