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81
Comparing acoustic analyses of speech data collected remotely ...
Zhang, C.; Jepson, K.M.; Lohfink, G.. - : Data Archiving and Networked Services (DANS), 2021
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82
Free Software Tools for Computational Linguistics: An Overview ...
Đurić D., Miloš. - : Zenodo, 2021
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83
Free Software Tools for Computational Linguistics: An Overview ...
Đurić D., Miloš. - : Zenodo, 2021
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84
A workbench for corpus linguistic discourse analysis ...
Krasselt, Julia; Fluor, Matthias; Rothenhäusler, Klaus. - : Schloss Dagstuhl – Leibniz-Zentrum für Informatik, 2021
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85
Adverse Drug Reaction Classification of Tweets with Fusion of Text and Drug Representations ...
Abstract: In this paper, we focus on the classification of tweets as sources of potential signals for adverse drug effects. Following the intuition that text and drug structure representations are complementary, we introduce a multimodal model with two components. These components are state-of-the-art BERT-based models for language understanding and molecular property prediction. Experiments were carried out on multilingual benchmarks of the Social Media Mining for Health Research and Applications (#SMM4H) initiative. Our models obtained state-of-the-art results of 0.61 F1-measure and 0.57 F1-measure on #SMM4H 2021 Shared Tasks 1a and 2 in English and Russian, respectively. On the classification of French tweets from SMM4H 2020 Task 1, our approach pushes the state of the art by an absolute gain of 8% F1. Our experiments show that the molecular information obtained from neural networks is more beneficial for ADE classification than traditional molecular descriptors. ...
Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Neural Network; Sentiment Analysis
URL: https://dx.doi.org/10.48448/vk6q-q904
https://underline.io/lecture/39695-adverse-drug-reaction-classification-of-tweets-with-fusion-of-text-and-drug-representations
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86
Multilingual and Multilabel Emotion Recognition using Virtual Adversarial Training ...
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87
A Workbench for Corpus Linguistic Discourse Analysis ...
Krasselt, Julia; Fluor, Matthias; Rothenhäusler, Klaus. - : Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2021
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88
Monolingual Pre-Trained Language Models for Tigrinya ...
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89
Implicit Sentiment Analysis with Event-centered Text Representation ...
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90
A cross-linguistic investigation of retroactive similarity-based interference in sentence comprehension. ...
Mertzen, Daniela. - : Open Science Framework, 2021
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91
Development of Intellectual Web System for Morph Analyzing of Uzbek Words
In: Applied Sciences ; Volume 11 ; Issue 19 (2021)
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92
Comparison of Machine Learning and Sentiment Analysis in Detection of Suspicious Online Reviewers on Different Type of Data
In: Sensors; Volume 22; Issue 1; Pages: 155 (2021)
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93
Sustainable Smart Cities: Convergence of Artificial Intelligence and Blockchain
In: Sustainability ; Volume 13 ; Issue 23 (2021)
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94
Evaluation of Road Safety Performance Based on Self-Reported Behaviour Data Set
In: Sustainability; Volume 13; Issue 24; Pages: 13837 (2021)
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95
A Method for Structure Breaking Point Detection in Engine Oil Pressure Data
In: Energies ; Volume 14 ; Issue 17 (2021)
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96
Can Live Streaming Save the Tourism Industry from a Pandemic? A Study of Social Media
In: ISPRS International Journal of Geo-Information ; Volume 10 ; Issue 9 (2021)
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97
The Complexity of Medical Device Regulations Has Increased, as Assessed through Data-Driven Techniques
In: Prosthesis ; Volume 3 ; Issue 4 ; Pages 29-330 (2021)
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98
AI Augmented Approach to Identify Shared Ideas from Large Format Public Consultation
In: Sustainability ; Volume 13 ; Issue 16 (2021)
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99
Preoperative Assessment of Language Dominance through Combined Resting-State and Task-Based Functional Magnetic Resonance Imaging
In: Journal of Personalized Medicine; Volume 11; Issue 12; Pages: 1342 (2021)
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100
DASentimental: Detecting Depression, Anxiety, and Stress in Texts via Emotional Recall, Cognitive Networks, and Machine Learning
In: Big Data and Cognitive Computing; Volume 5; Issue 4; Pages: 77 (2021)
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