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This study presents the development of a part-of-speech (POS) tagging model to extract the skeletal structure of sentences using transfer learning with the BERT architecture for token classification. The model, fine-tuned on Russian text,…

Computation and Language · Computer Science 2025-05-20 Grigorii Churakov

We propose a morphologically informed model for named entity recognition, which is based on LSTM-CRF architecture and combines word embeddings, Bi-LSTM character embeddings, part-of-speech (POS) tags, and morphological information. While…

Computation and Language · Computer Science 2019-08-28 Lilia Simeonova , Kiril Simov , Petya Osenova , Preslav Nakov

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…

Computation and Language · Computer Science 2021-10-12 Onyenwe Ikechukwu , Onyedikachukwu Ikechukwu-Onyenwe , Onyedinma Ebele

Previous studies have shown that linguistic features of a word such as possession, genitive or other grammatical cases can be employed in word representations of a named entity recognition (NER) tagger to improve the performance for…

Computation and Language · Computer Science 2019-11-12 Onur Güngör , Suzan Üsküdarlı , Tunga Güngör

This paper presents an ensemble part-of-speech tagging approach for source code identifiers. Ensemble tagging is a technique that uses machine-learning and the output from multiple part-of-speech taggers to annotate natural language text at…

This paper introduces LatinCy, a set of trained general purpose Latin-language "core" pipelines for use with the spaCy natural language processing framework. The models are trained on a large amount of available Latin data, including all…

Computation and Language · Computer Science 2023-05-09 Patrick J. Burns

In this paper, we report our discovery on named entity distribution in a general word embedding space, which helps an open definition on multilingual named entity definition rather than previous closed and constraint definition on named…

Computation and Language · Computer Science 2021-02-11 Ying Luo , Hai Zhao , Zhuosheng Zhang , Bingjie Tang

We address the problem of Part of Speech tagging (POS) in the context of linguistic code switching (CS). CS is the phenomenon where a speaker switches between two languages or variants of the same language within or across utterances, known…

Computation and Language · Computer Science 2019-11-05 Fahad AlGhamdi , Giovanni Molina , Mona Diab , Thamar Solorio , Abdelati Hawwari , Victor Soto , Julia Hirschberg

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…

Computation and Language · Computer Science 2009-09-29 Virginia Savova , Leonid Peshkin

POS Tagging serves as a preliminary task for many NLP applications. Kannada is a relatively poor Indian language with very limited number of quality NLP tools available for use. An accurate and reliable POS Tagger is essential for many NLP…

Computation and Language · Computer Science 2018-08-10 Ketan Kumar Todi , Pruthwik Mishra , Dipti Misra Sharma

We describe the construction and evaluation of a part-of-speech tagger for Yiddish. This is the first step in a larger project of automatically assigning part-of-speech tags and syntactic structure to Yiddish text for purposes of linguistic…

Computation and Language · Computer Science 2023-08-21 Seth Kulick , Neville Ryant , Beatrice Santorini , Joel Wallenberg , Assaf Urieli

The paper presents the Source Code Analysis and Lexical Annotation Runtime (SCALAR), a tool specialized for mapping (annotating) source code identifier names to their corresponding part-of-speech tag sequence (grammar pattern). SCALAR's…

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…

Computation and Language · Computer Science 2018-06-12 Antonis Anastasopoulos , Marika Lekakou , Josep Quer , Eleni Zimianiti , Justin DeBenedetto , David Chiang

Character-level models have been used extensively in recent years in NLP tasks as both supplements and replacements for closed-vocabulary token-level word representations. In one popular architecture, character-level LSTMs are used to feed…

Computation and Language · Computer Science 2019-03-13 Yuval Pinter , Marc Marone , Jacob Eisenstein

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,…

Computation and Language · Computer Science 2021-09-08 Ning Shi , Wei Wang , Boxin Wang , Jinfeng Li , Xiangyu Liu , Zhouhan Lin

This paper presents an integrated tool for German morphology and statistical part-of-speech tagging which aims at making some well established methods widely available. The software is very user friendly, runs on any PC and can be…

cmp-lg · Computer Science 2008-02-03 Wolfgang Lezius , Reinhard Rapp , Manfred Wettler

Text in many domains involves a significant amount of named entities. Predict- ing the entity names is often challenging for a language model as they appear less frequent on the training corpus. In this paper, we propose a novel and…

Computation and Language · Computer Science 2018-05-15 Md Rizwan Parvez , Saikat Chakraborty , Baishakhi Ray , Kai-Wei Chang

Streaming text generation has become a common way of increasing the responsiveness of language model powered applications, such as chat assistants. At the same time, extracting semantic information from generated text is a useful tool for…

Computation and Language · Computer Science 2024-10-15 Nicholas Popovič , Michael Färber

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…

Computation and Language · Computer Science 2014-11-04 John E. Miller , Michael Bloodgood , Manabu Torii , K. Vijay-Shanker

In this paper we examine the benefit of performing named entity recognition (NER) and co-reference resolution to an English and a Greek corpus used for text segmentation. The aim here is to examine whether the combination of text…

Computation and Language · Computer Science 2016-10-31 Pavlina Fragkou
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