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Word Sense Disambiguation (WSD) is the task of associating a word in a given context with its most suitable meaning among a set of possible candidates. While the task has recently witnessed renewed interest, with systems achieving…

计算与语言 · 计算机科学 2024-12-13 Andrei Stefan Bejgu , Edoardo Barba , Luigi Procopio , Alberte Fernández-Castro , Roberto Navigli

Word sense disambiguation has developed as a sub-area of natural language processing, as if, like parsing, it was a well-defined task which was a pre-requisite to a wide range of language-understanding applications. First, I review earlier…

cmp-lg · 计算机科学 2007-05-23 Adam Kilgarriff

Understanding the meaning of words is crucial for many tasks that involve human-machine interaction. This has been tackled by research in Word Sense Disambiguation (WSD) in the Natural Language Processing (NLP) field. Recently, WSD and many…

计算与语言 · 计算机科学 2020-02-26 María G. Buey , Carlos Bobed , Jorge Gracia , Eduardo Mena

Word Sense Disambiguation (WSD), the process of automatically identifying the meaning of a polysemous word in a sentence, is a fundamental task in Natural Language Processing (NLP). Progress in this approach to WSD opens up many promising…

计算与语言 · 计算机科学 2013-10-08 Mohammad Nasiruddin

Word sense disambiguation (WSD) is the task of determining the sense of a word in context. Translations have been used in WSD as a source of knowledge, and even as a means of delimiting word senses. In this paper, we define three…

计算与语言 · 计算机科学 2023-10-05 Bradley Hauer , Grzegorz Kondrak

Word sense disambiguation assumes word senses. Within the lexicography and linguistics literature, they are known to be very slippery entities. The paper looks at problems with existing accounts of `word sense' and describes the various…

cmp-lg · 计算机科学 2007-05-23 Adam Kilgarriff

This squib claims that Large-scale Automatic Sense Tagging of text (LAST) can be done at a high-level of accuracy and with far less complexity and computational effort than has been believed until now. Moreover, it can be done for all open…

cmp-lg · 计算机科学 2008-02-03 Yorick Wilks , Mark Stevenson

As a key natural language processing (NLP) task, word sense disambiguation (WSD) evaluates how well NLP models can understand the lexical semantics of words under specific contexts. Benefited from the large-scale annotation, current WSD…

计算与语言 · 计算机科学 2022-10-17 Ying Su , Hongming Zhang , Yangqiu Song , Tong Zhang

In natural language processing, word-sense disambiguation (WSD) is an open problem concerned with identifying the correct sense of words in a particular context. To address this problem, we introduce a novel knowledge-based WSD system. We…

计算与语言 · 计算机科学 2020-06-23 Sunjae Kwon , Dongsuk Oh , Youngjoong Ko

Word Sense Disambiguation (WSD) is a historical task in computational linguistics that has received much attention over the years. However, with the advent of Large Language Models (LLMs), interest in this task (in its classical definition)…

计算与语言 · 计算机科学 2025-03-12 Pierpaolo Basile , Lucia Siciliani , Elio Musacchio , Giovanni Semeraro

Developing an automatic part-of-speech (POS) tagging for any new language is considered a necessary step for further computational linguistics methodology beyond tagging, like chunking and parsing, to be fully applied to the language. Many…

计算与语言 · 计算机科学 2021-10-12 Onyenwe Ikechukwu , Onyedikachukwu Ikechukwu-Onyenwe , Onyedinma Ebele

This paper explores techniques that focus on understanding and resolving ambiguity in language within the field of natural language processing (NLP), highlighting the complexity of linguistic phenomena such as polysemy and homonymy and…

计算与语言 · 计算机科学 2024-03-26 Miuru Abeysiriwardana , Deshan Sumanathilaka

Verb Sense Disambiguation is a well-known task in NLP, the aim is to find the correct sense of a verb in a sentence. Recently, this problem has been extended in a multimodal scenario, by exploiting both textual and visual features of…

计算机视觉与模式识别 · 计算机科学 2022-03-29 Sebastiano Vascon , Sinem Aslan , Gianluca Bigaglia , Lorenzo Giudice , Marcello Pelillo

The automatic disambiguation of word senses (i.e., the identification of which of the meanings is used in a given context for a word that has multiple meanings) is essential for such applications as machine translation and information…

物理与社会 · 物理学 2013-02-20 Diego R. Amancio , Osvaldo N. Oliveira , Luciano da F. Costa

Sense tagging, the automatic assignment of the appropriate sense from some lexicon to each of the words in a text, is a specialised instance of the general problem of semantic tagging by category or type. We discuss which recent word sense…

cmp-lg · 计算机科学 2008-02-03 Yorick Wilks , Mark Stevenson

Word sense disambiguation (WSD) methods identify the most suitable meaning of a word with respect to the usage of that word in a specific context. Neural network-based WSD approaches rely on a sense-annotated corpus since they do not…

计算与语言 · 计算机科学 2021-02-11 Sm Zobaed , Md Enamul Haque , Md Fazle Rabby , Mohsen Amini Salehi

Many downstream NLP tasks have shown significant improvement through continual pre-training, transfer learning and multi-task learning. State-of-the-art approaches in Word Sense Disambiguation today benefit from some of these approaches in…

信息检索 · 计算机科学 2021-05-18 Harsh Kohli

In this paper, we made a survey on Word Sense Disambiguation (WSD). Near about in all major languages around the world, research in WSD has been conducted upto different extents. In this paper, we have gone through a survey regarding the…

计算与语言 · 计算机科学 2015-08-07 Alok Ranjan Pal , Diganta Saha

Determining the intended sense of words in text - word sense disambiguation (WSD) - is a long standing problem in natural language processing. Recently, researchers have shown promising results using word vectors extracted from a neural…

计算与语言 · 计算机科学 2016-11-08 Dayu Yuan , Julian Richardson , Ryan Doherty , Colin Evans , Eric Altendorf

Part-of-speech (POS) tagging is considered as one of the basic but necessary tools which are required for many Natural Language Processing (NLP) applications such as word sense disambiguation, information retrieval, information processing,…

计算与语言 · 计算机科学 2020-01-13 Ibrahim Gashaw , H L. Shashirekha
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