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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

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

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

We study the adaptation of Link Grammar Parser to the biomedical sublanguage with a focus on domain terms not found in a general parser lexicon. Using two biomedical corpora, we implement and evaluate three approaches to addressing unknown…

计算与语言 · 计算机科学 2007-05-23 Sampo Pyysalo , Tapio Salakoski , Sophie Aubin , Adeline Nazarenko

Utterance rewriting aims to recover coreferences and omitted information from the latest turn of a multi-turn dialogue. Recently, methods that tag rather than linearly generate sequences have proven stronger in both in- and out-of-domain…

计算与语言 · 计算机科学 2022-08-09 Lisa Jin , Linfeng Song , Lifeng Jin , Dong Yu , Daniel Gildea

Biomedical research papers use significantly different language and jargon when compared to typical English text, which reduces the utility of pre-trained NLP models in this domain. Meanwhile Medline, a database of biomedical abstracts,…

机器学习 · 计算机科学 2021-09-15 Justin Sybrandt , Ilya Safro

This paper presents a new approach to the problem of correcting speech recognition errors by means of post-editing. It consists of using a neural sequence tagger that learns how to correct an ASR (Automatic Speech Recognition) hypothesis…

计算与语言 · 计算机科学 2024-06-13 Tomasz Ziętkiewicz

In part of speech tagging by Hidden Markov Model, a statistical model is used to assign grammatical categories to words in a text. Early work in the field relied on a corpus which had been tagged by a human annotator to train the model.…

cmp-lg · 计算机科学 2008-02-03 David Elworthy

This paper presents the results of an experiment to decide the question of authenticity of the supposedly spurious Rhesus - a attic tragedy sometimes credited to Euripides. The experiment involves use of statistics in order to test whether…

cmp-lg · 计算机科学 2008-02-03 Bernd Ludwig

We propose LaserTagger - a sequence tagging approach that casts text generation as a text editing task. Target texts are reconstructed from the inputs using three main edit operations: keeping a token, deleting it, and adding a phrase…

计算与语言 · 计算机科学 2019-09-04 Eric Malmi , Sebastian Krause , Sascha Rothe , Daniil Mirylenka , Aliaksei Severyn

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…

计算与语言 · 计算机科学 2019-11-05 Fahad AlGhamdi , Giovanni Molina , Mona Diab , Thamar Solorio , Abdelati Hawwari , Victor Soto , Julia Hirschberg

Natural language processing (NLP) applied to information retrieval (IR) and filtering problems may assign part-of-speech tags to terms and, more generally, modify queries and documents. Analytic models can predict the performance of a text…

cmp-lg · 计算机科学 2008-02-03 Robert M. Losee

The described tagger is based on a hidden Markov model and uses tags composed of features such as part-of-speech, gender, etc. The contextual probability of a tag (state transition probability) is deduced from the contextual probabilities…

cmp-lg · 计算机科学 2008-02-03 Andre Kempe

This research devoted to the low-resource Veps and Karelian languages. Algorithms for assigning part of speech tags to words and grammatical properties to words are presented in the article. These algorithms use our morphological…

计算与语言 · 计算机科学 2021-03-23 Andrew Krizhanovsky , Natalia Krizhanovsky , Irina Novak

In regions that practice common law, relevant historical cases are essential references for sentencing. To help legal practitioners find previous judgement easier, this paper aims to label each court judgement by some tags. These tags are…

信息检索 · 计算机科学 2022-08-16 Yuchen Liu

In science, promotional language ('hype') is increasing and can undermine objective evaluation of evidence, impede research development, and erode trust in science. In this paper, we introduce the task of automatic detection of hype, which…

计算与语言 · 计算机科学 2025-09-30 Bojan Batalo , Erica K. Shimomoto , Neil Millar

Automatic phenotyping is a task of identifying cohorts of patients that match a predefined set of criteria. Phenotyping typically involves classifying long clinical documents that contain thousands of tokens. At the same time, recent…

计算与语言 · 计算机科学 2021-05-17 Xin Su , Timothy Miller , Xiyu Ding , Majid Afshar , Dmitriy Dligach

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

Objective: To detect and classify features of stigmatizing and biased language in intensive care electronic health records (EHRs) using natural language processing techniques. Materials and Methods: We first created a lexicon and regular…

计算与语言 · 计算机科学 2025-07-15 Drew Walker , Annie Thorne , Sudeshna Das , Jennifer Love , Hannah LF Cooper , Melvin Livingston , Abeed Sarker

Word segmentation and part-of-speech tagging are two critical preliminary steps for downstream tasks in Vietnamese natural language processing. In reality, people tend to consider also the phrase boundary when performing word segmentation…

计算与语言 · 计算机科学 2021-06-17 Duc-Vu Nguyen , Kiet Van Nguyen , Ngan Luu-Thuy Nguyen