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The University of Texas System Submission for the Code-Switching Workshop Shared Task 2018

2018-07-01 · WS 2018 7 · Florian Janke, Tongrui Li, Eric Rinc{\'o}n, Gualberto Guzm{\'a}n, Barbara Bullock, Almeida Jacqueline Toribio

This paper describes the system for the Named Entity Recognition Shared Task of the Third Workshop on Computational Approaches to Linguistic Code-Switching (CALCS) submitted by the Bilingual Annotations Tasks (BATs) research group of the University of Texas. Our system uses several features to train a Conditional Random Field (CRF) model for classifying input words as Named Entities (NEs) using the Inside-Outside-Beginning (IOB) tagging scheme. We participated in the Modern Standard Arabic-Egyptian Arabic (MSA-EGY) and English-Spanish (ENG-SPA) tasks, achieving weighted average F-scores of 65.62 and 54.16 respectively. We also describe the performance of a deep neural network (NN) trained on a subset of the CRF features, which did not surpass CRF performance.

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Tasks

named-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)Single Particle Analysis

Methods 이 논문이 사용한 방법론

CRF Conditional Random Fields or CRFs are a type of probabilistic graph model that take neighboring sample context into account for tasks like classification. Prediction is…

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