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This paper presents an empirical comparison of two strategies for Vietnamese Part-of-Speech (POS) tagging from unsegmented text: (i) a pipeline strategy where we consider the output of a word segmenter as the input of a POS tagger, and (ii)…

计算与语言 · 计算机科学 2017-11-15 Dat Quoc Nguyen , Thanh Vu , Dai Quoc Nguyen , Mark Dras , Mark Johnson

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

Part of speech (POS) tagging is a familiar NLP task. State of the art taggers routinely achieve token-level accuracies of over 97% on news body text, evidence that the problem is well understood. However, the register of English news…

计算与语言 · 计算机科学 2021-09-17 Adrian Benton , Hanyang Li , Igor Malioutov

We present a constituency parsing algorithm that, like a supertagger, works by assigning labels to each word in a sentence. In order to maximally leverage current neural architectures, the model scores each word's tags in parallel, with…

计算与语言 · 计算机科学 2020-06-30 Nikita Kitaev , Dan Klein

Probabilistic approaches to part-of-speech tagging rely primarily on whole-word statistics about word/tag combinations as well as contextual information. But experience shows about 4 per cent of tokens encountered in test sets are unknown…

计算与语言 · 计算机科学 2013-02-28 Greg Adams , Beth Millar , Eric Neufeld , Tim Philip

Part-of-speech (POS) tagging plays an important role in Natural Language Processing (NLP). Its applications can be found in many NLP tasks such as named entity recognition, syntactic parsing, dependency parsing and text chunking. In the…

计算与语言 · 计算机科学 2022-06-15 Tuan-Phong Nguyen , Quoc-Tuan Truong , Xuan-Nam Nguyen , Anh-Cuong Le

The Yunshan Cup 2020 track focused on creating a framework for evaluating different methods of part-of-speech (POS). There were two tasks for this track: (1) POS tagging for the Indonesian language, and (2) POS tagging for the Lao tagging.…

计算与语言 · 计算机科学 2022-04-07 Yingwen Fu , Jinyi Chen , Nankai Lin , Xixuan Huang , Xinying Qiu , Shengyi Jiang

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

A tagger is a mandatory segment of most text scrutiny systems, as it consigned a s yntax class (e.g., noun, verb, adjective, and adverb) to every word in a sentence. In this paper, we present a simple part of speech tagger for homoeopathy…

计算与语言 · 计算机科学 2011-11-23 Sanjay K. Dwivedi , Pramod P. Sukhadeve

Lexical analysis is believed to be a crucial step towards natural language understanding and has been widely studied. Recent years, end-to-end lexical analysis models with recurrent neural networks have gained increasing attention. In this…

计算与语言 · 计算机科学 2018-07-06 Zhenyu Jiao , Shuqi Sun , Ke Sun

We introduce a novel dependency parser, the hexatagger, that constructs dependency trees by tagging the words in a sentence with elements from a finite set of possible tags. In contrast to many approaches to dependency parsing, our approach…

计算与语言 · 计算机科学 2023-08-01 Afra Amini , Tianyu Liu , Ryan Cotterell

There are two main methodologies for constructing the knowledge base of a natural language analyser: the linguistic and the data-driven. Recent state-of-the-art part-of-speech taggers are based on the data-driven approach. Because of the…

cmp-lg · 计算机科学 2016-08-31 Atro Voutilainen

We present paired learning and inference algorithms for significantly reducing computation and increasing speed of the vector dot products in the classifiers that are at the heart of many NLP components. This is accomplished by partitioning…

计算与语言 · 计算机科学 2015-05-25 Emma Strubell , Luke Vilnis , Kate Silverstein , Andrew McCallum

We discuss combining knowledge-based (or rule-based) and statistical part-of-speech taggers. We use two mature taggers, ENGCG and Xerox Tagger, to independently tag the same text and combine the results to produce a fully disambiguated…

cmp-lg · 计算机科学 2008-02-03 Pasi Tapanainen , Atro Voutilainen

Since a tweet is limited to 140 characters, it is ambiguous and difficult for traditional Natural Language Processing (NLP) tools to analyse. This research presents KeyXtract which enhances the machine learning based Stanford CoreNLP…

计算与语言 · 计算机科学 2017-08-10 Tharindu Weerasooriya , Nandula Perera , S. R. Liyanage

Chinese input recommendation plays an important role in alleviating human cost in typing Chinese words, especially in the scenario of mobile applications. The fundamental problem is to predict the conditional probability of the next word…

计算与语言 · 计算机科学 2019-07-12 Hainan Zhang , Yanyan Lan , Jiafeng Guo , Jun Xu , Xueqi Cheng

We demonstrate the effectiveness of multilingual learning for unsupervised part-of-speech tagging. The central assumption of our work is that by combining cues from multiple languages, the structure of each becomes more apparent. We…

计算与语言 · 计算机科学 2014-01-23 Tahira Naseem , Benjamin Snyder , Jacob Eisenstein , Regina Barzilay

Traditional syntax models typically leverage part-of-speech (POS) information by constructing features from hand-tuned templates. We demonstrate that a better approach is to utilize POS tags as a regularizer of learned representations. We…

计算与语言 · 计算机科学 2016-06-09 Yuan Zhang , David Weiss

This paper presents a neural architecture for Vietnamese sequence labeling tasks including part-of-speech (POS) tagging and named entity recognition (NER). We applied the model described in \cite{lample-EtAl:2016:N16-1} that is a…

计算与语言 · 计算机科学 2018-11-13 Duong Nguyen Anh , Hieu Nguyen Kiem , Vi Ngo Van

Most work on part-of-speech (POS) tagging is focused on high resource languages, or examines low-resource and active learning settings through simulated studies. We evaluate POS tagging techniques on an actual endangered language, Griko. We…

计算与语言 · 计算机科学 2018-06-12 Antonis Anastasopoulos , Marika Lekakou , Josep Quer , Eleni Zimianiti , Justin DeBenedetto , David Chiang