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Part-of-Speech (POS) tagging is an old and fundamental task in natural language processing. While supervised POS taggers have shown promising accuracy, it is not always feasible to use supervised methods due to lack of labeled data. In this…

计算与语言 · 计算机科学 2018-01-12 Omid Kashefi

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

Grammar Detection, also referred to as Parts of Speech Tagging of raw text, is considered an underlying building block of the various Natural Language Processing pipelines like named entity recognition, question answering, and sentiment…

计算与语言 · 计算机科学 2022-12-06 Surya Teja Chavali , Charan Tej Kandavalli , Sugash T M

Punctuation restoration is an important post-processing step in automatic speech recognition. Among other kinds of external information, part-of-speech (POS) taggers provide informative tags, suggesting each input token's syntactic role,…

计算与语言 · 计算机科学 2021-09-08 Ning Shi , Wei Wang , Boxin Wang , Jinfeng Li , Xiangyu Liu , Zhouhan Lin

Syntactic annotation of corpora in the form of part-of-speech (POS) tags is a key requirement for both linguistic research and subsequent automated natural language processing (NLP) tasks. This problem is commonly tackled using machine…

计算与语言 · 计算机科学 2024-10-30 Stefan Heid , Marcel Wever , Eyke Hüllermeier

Part-of-speech (POS) tagging is a fundamental component for performing natural language tasks such as parsing, information extraction, and question answering. When POS taggers are trained in one domain and applied in significantly different…

计算与语言 · 计算机科学 2014-11-04 John E. Miller , Michael Bloodgood , Manabu Torii , K. Vijay-Shanker

To understand a speaker's turn of a conversation, one needs to segment it into intonational phrases, clean up any speech repairs that might have occurred, and identify discourse markers. In this paper, we argue that these problems must be…

cmp-lg · 计算机科学 2008-02-03 Peter A. Heeman , James F. Allen

We present a method of constructing and using a cascade consisting of a left- and a right-sequential finite-state transducer (FST), T1 and T2, for part-of-speech (POS) disambiguation. Compared to an HMM, this FST cascade has the advantage…

计算与语言 · 计算机科学 2007-05-23 Andre Kempe

Relaxation labelling is an optimization technique used in many fields to solve constraint satisfaction problems. The algorithm finds a combination of values for a set of variables such that satisfies -to the maximum possible degree- a set…

cmp-lg · 计算机科学 2008-02-03 Lluis Padro

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

Language models for speech recognition tend to concentrate solely on recognizing the words that were spoken. In this paper, we redefine the speech recognition problem so that its goal is to find both the best sequence of words and their…

cmp-lg · 计算机科学 2008-02-03 Peter A. Heeman , James F. Allen

We use a Dynamic Bayesian Network to represent compactly a variety of sublexical and contextual features relevant to Part-of-Speech (PoS) tagging. The outcome is a flexible tagger (LegoTag) with state-of-the-art performance (3.6% error on a…

计算与语言 · 计算机科学 2009-09-29 Virginia Savova , Leonid Peshkin

In this paper, we are going to focus on speed up of the Word Sense Disambiguation procedure by filtering the relevant senses of an ambiguous word through Part-of-Speech Tagging. First, this proposed approach performs the Part-of-Speech…

计算与语言 · 计算机科学 2016-10-24 Alok Ranjan Pal , Anupam Munshi , Diganta Saha

Resolution of lexical ambiguity, commonly termed ``word sense disambiguation'', is expected to improve the analytical accuracy for tasks which are sensitive to lexical semantics. Such tasks include machine translation, information…

cmp-lg · 计算机科学 2007-05-23 Atsushi Fujii

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

Automatic text tagging is an important component in higher level analysis of text corpora, and its output can be used in many natural language processing applications. In languages like Turkish or Finnish, with agglutinative morphology,…

cmp-lg · 计算机科学 2008-02-03 Kemal Oflazer , Ilker Kuruoz

The thesis describes the application of the relaxation labelling algorithm to NLP disambiguation. Language is modelled through context constraint inspired on Constraint Grammars. The constraints enable the use of a real value statind…

cmp-lg · 计算机科学 2007-05-23 Lluis Padro

We consider the problem of disambiguating the lemma and part of speech of ambiguous words in morphologically rich languages. We propose a method for disambiguating ambiguous words in context, using a large un-annotated corpus of text, and a…

计算与语言 · 计算机科学 2020-07-14 José María Hoya Quecedo , Maximilian W. Koppatz , Giacomo Furlan , Roman Yangarber

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

Part of speech tagging in zero-resource settings can be an effective approach for low-resource languages when no labeled training data is available. Existing systems use two main techniques for POS tagging i.e. pretrained multilingual large…

计算与语言 · 计算机科学 2024-01-12 Sahil Chopra
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