AIMC Topic: Multilingualism

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Scaling neural machine translation to 200 languages.

Nature Jun 5, 2024
The development of neural techniques has opened up new avenues for research in machine translation. Today, neural machine translation (NMT) systems can leverage highly multilingual capacities and even perform zero-shot translation, delivering promisi...
Natural Language Processing Multilingualism Translating Neural Networks, Computer
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Students' Foreign Language Learning Adaptability and Mental Health Supported by Artificial Intelligence.

Journal of autism and developmental disorders Nov 16, 2023
The rapid development of social reform and the economy has brought great challenges to the mental health of college students. However, there are few studies on the impact of these psychological problems on college students' English learning. As a spe...
Students Language Universities Learning Multilingualism Female Adaptation, Psychological Humans Mental Health Young Adult Artificial Intelligence Adult Male
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Deep learning based sentiment analysis and offensive language identification on multilingual code-mixed data.

Scientific reports Dec 13, 2022
Sentiment analysis is a process in Natural Language Processing that involves detecting and classifying emotions in texts. The emotion is focused on a specific thing, an object, an incident, or an individual. Although some tasks are concerned with det...
Deep Learning India Natural Language Processing Language Sentiment Analysis Oligonucleotides Multilingualism
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Multilabel classification of medical concepts for patient clinical profile identification.

Artificial intelligence in medicine Apr 26, 2022
BACKGROUND: The development of electronic health records has provided a large volume of unstructured biomedical information. Extracting patient characteristics from these data has become a major challenge, especially in languages other than English.
Natural Language Processing Data Mining Unified Medical Language System Humans Language Multilingualism
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Unsupervised cross-lingual model transfer for named entity recognition with contextualized word representations.

PloS one Sep 21, 2021
Named entity recognition (NER) is one fundamental task in the natural language processing (NLP) community. Supervised neural network models based on contextualized word representations can achieve highly-competitive performance, which requires a larg...
Recognition, Psychology Multilingualism Linguistics Names Benchmarking Semantics Language Algorithms Humans Natural Language Processing Neural Networks, Computer
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Transformers-sklearn: a toolkit for medical language understanding with transformer-based models.

BMC medical informatics and decision making Jul 30, 2021
BACKGROUND: Transformer is an attention-based architecture proven the state-of-the-art model in natural language processing (NLP). To reduce the difficulty of beginning to use transformer-based models in medical language understanding and expand the ...
Humans Natural Language Processing Multilingualism Language
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Engaging proactive control: Influences of diverse language experiences using insights from machine learning.

Journal of experimental psychology. General Oct 1, 2020
We used insights from machine learning to address an important but contentious question: Is bilingual language experience associated with executive control abilities? Specifically, we assess proactive executive control for over 400 young adult biling...
Female Young Adult Male Adolescent Adult Humans Machine Learning Language Neuropsychological Tests Multilingualism Cognition Executive Function Reaction Time
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Wikidata: A large-scale collaborative ontological medical database.

Journal of biomedical informatics Sep 23, 2019
Created in October 2012, Wikidata is a large-scale, human-readable, machine-readable, multilingual, multidisciplinary, centralized, editable, structured, and linked knowledge-base with an increasing diversity of use cases. Here, we raise awareness of...
Multilingualism Database Management Systems Internet Humans Databases, Factual Semantics Electronic Health Records Biological Ontologies
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A comprehensive study on bilingual and multilingual speech emotion recognition using a two-pass classification scheme.

PloS one Aug 15, 2019
Emotion recognition plays an important role in human-computer interaction. Previously and currently, many studies focused on speech emotion recognition using several classifiers and feature extraction methods. The majority of such studies, however, a...
Speech Perception Multilingualism Speech Emotions Neural Networks, Computer Humans Machine Learning
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A deep learning approach to bilingual lexicon induction in the biomedical domain.

BMC bioinformatics Jul 9, 2018
BACKGROUND: Bilingual lexicon induction (BLI) is an important task in the biomedical domain as translation resources are usually available for general language usage, but are often lacking in domain-specific settings. In this article we consider BLI ...
Semantics Natural Language Processing Humans Multilingualism Knowledge Bases Deep Learning Data Mining
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