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Automatic Part-of-speech (POS) tagging is a preprocessing step of many natural language processing (NLP) tasks such as name entity recognition (NER), speech processing, information extraction, word sense disambiguation, and machine…

计算与语言 · 计算机科学 2022-07-08 Tusarkanta Dalai , Tapas Kumar Mishra , Pankaj K Sa

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

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…

计算与语言 · 计算机科学 2018-08-10 Ketan Kumar Todi , Pruthwik Mishra , Dipti Misra Sharma

Natural language processing (NLP) has experienced rapid advancements with the rise of deep learning, significantly outperforming traditional rule-based methods. By capturing hidden patterns and underlying structures within data, deep…

计算与语言 · 计算机科学 2024-10-18 Dipendra Yadav , Tobias Strauß , Kristina Yordanova

Part-of-speech (POS) tagging is a process of assigning the words in a text corresponding to a particular part of speech. A fundamental version of POS tagging is the identification of words as nouns, verbs, adjectives etc. For processing…

计算与语言 · 计算机科学 2013-10-10 Jyoti Singh , Nisheeth Joshi , Iti Mathur

Using code-mixed data in natural language processing (NLP) research currently gets a lot of attention. Language identification of social media code-mixed text has been an interesting problem of study in recent years due to the advancement…

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

The performance of a Part-of-speech (POS) tagger is highly dependent on the domain ofthe processed text, and for many domains there is no or only very little training data available. This work addresses the problem of POS tagging noisy…

计算与语言 · 计算机科学 2019-05-23 Luisa März , Dietrich Trautmann , Benjamin Roth

We propose a novel semantic tagging task, sem-tagging, tailored for the purpose of multilingual semantic parsing, and present the first tagger using deep residual networks (ResNets). Our tagger uses both word and character representations…

计算与语言 · 计算机科学 2016-11-01 Johannes Bjerva , Barbara Plank , Johan Bos

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

In this paper, we give an overview for the shared task at the 4th CCF Conference on Natural Language Processing \& Chinese Computing (NLPCC 2015): Chinese word segmentation and part-of-speech (POS) tagging for micro-blog texts. Different…

计算与语言 · 计算机科学 2015-07-01 Xipeng Qiu , Peng Qian , Liusong Yin , Shiyu Wu , Xuanjing Huang

Part-of-Speech (POS) tagging is an important component of the NLP pipeline, but many low-resource languages lack labeled data for training. An established method for training a POS tagger in such a scenario is to create a labeled training…

计算与语言 · 计算机科学 2022-11-01 Ayyoob Imani , Silvia Severini , Masoud Jalili Sabet , François Yvon , Hinrich Schütze

Part of Speech (POS) tagging is crucial to Natural Language Processing (NLP). It is a well-studied topic in several resource-rich languages. However, the development of computational linguistic resources is still in its infancy despite the…

计算与语言 · 计算机科学 2023-01-25 Dhrubajyoti Pathak , Sukumar Nandi , Priyankoo Sarmah

Khmer text is written from left to right with optional space. Space is not served as a word boundary but instead, it is used for readability or other functional purposes. Word segmentation is a prior step for downstream tasks such as…

计算与语言 · 计算机科学 2021-04-01 Rina Buoy , Nguonly Taing , Sokchea Kor

This paper describes the participation of LIMSI UPV team in SemEval-2020 Task 9: Sentiment Analysis for Code-Mixed Social Media Text. The proposed approach competed in SentiMix Hindi-English subtask, that addresses the problem of predicting…

计算与语言 · 计算机科学 2020-09-01 Somnath Banerjee , Sahar Ghannay , Sophie Rosset , Anne Vilnat , Paolo Rosso

While part-of-speech (POS) tagging and dependency parsing are observed to be closely related, existing work on joint modeling with manually crafted feature templates suffers from the feature sparsity and incompleteness problems. In this…

计算与语言 · 计算机科学 2017-04-26 Liner Yang , Meishan Zhang , Yang Liu , Nan Yu , Maosong Sun , Guohong Fu

The rise of neural networks, and particularly recurrent neural networks, has produced significant advances in part-of-speech tagging accuracy. One characteristic common among these models is the presence of rich initial word encodings.…

计算与语言 · 计算机科学 2018-05-23 Bernd Bohnet , Ryan McDonald , Goncalo Simoes , Daniel Andor , Emily Pitler , Joshua Maynez

Introduction: Part-of-Speech (POS) Tagging, the process of classifying words into their respective parts of speech (e.g., verb or noun), is essential in various natural language processing applications. POS tagging is a crucial…

计算与语言 · 计算机科学 2023-10-03 Leyla Rabiei , Farzaneh Rahmani , Mohammad Khansari , Zeinab Rajabi , Moein Salimi

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…

计算与语言 · 计算机科学 2019-03-13 Yuval Pinter , Marc Marone , Jacob Eisenstein

Previous work in Indonesian part-of-speech (POS) tagging are hard to compare as they are not evaluated on a common dataset. Furthermore, in spite of the success of neural network models for English POS tagging, they are rarely explored for…

计算与语言 · 计算机科学 2019-02-27 Kemal Kurniawan , Alham Fikri Aji