Over a decade of social opinion mining: a systematic review
Social media popularity and importance is on the increase due to people using it for various
types of social interaction across multiple channels. This systematic review focuses on the …
types of social interaction across multiple channels. This systematic review focuses on the …
Can Character-based Language Models Improve Downstream Task Performance in Low-Resource and Noisy Language Scenarios?
Recent impressive improvements in NLP, largely based on the success of contextual neural
language models, have been mostly demonstrated on at most a couple dozen high-resource …
language models, have been mostly demonstrated on at most a couple dozen high-resource …
Identifying code-switching in Arabizi
S Shehadi, S Wintner - Proceedings of the Seventh Arabic Natural …, 2022 - aclanthology.org
We describe a corpus of social media posts that include utterances in Arabizi, a Roman-
script rendering of Arabic, mixed with other languages, notably English, French, and Arabic …
script rendering of Arabic, mixed with other languages, notably English, French, and Arabic …
Improved Knowledge Distillation for Pre-trained Language Models via Knowledge Selection
Knowledge distillation addresses the problem of transferring knowledge from a teacher
model to a student model. In this process, we typically have multiple types of knowledge …
model to a student model. In this process, we typically have multiple types of knowledge …
Introducing a large Tunisian Arabizi dialectal dataset for sentiment analysis
C Fourati, H Haddad, A Messaoudi… - Proceedings of the …, 2021 - aclanthology.org
Abstract On various Social Media platforms, people, tend to use the informal way to
communicate, or write posts and comments: their local dialects. In Africa, more than 1500 …
communicate, or write posts and comments: their local dialects. In Africa, more than 1500 …
Ubc-dlnlp at semeval-2023 task 12: Impact of transfer learning on african sentiment analysis
We describe our contribution to the SemEVAl 2023 AfriSenti-SemEval shared task, where
we tackle the task of sentiment analysis in 14 different African languages. We develop both …
we tackle the task of sentiment analysis in 14 different African languages. We develop both …
A Comparative Study of Effective Approaches for Arabic Text Classification
Text classification emerged as one of the main applications of natural language processing
tasks such as topical analysis, sentiment analysis, and news classification where several …
tasks such as topical analysis, sentiment analysis, and news classification where several …
Pre-trained models or feature engineering: The case of dialectal Arabic
KA Kwaik, S Chatzikyriakidis… - … Tasks on Qur'an QA and …, 2022 - aclanthology.org
The usage of social media platforms has resulted in the proliferation of work on Arabic
Natural Language Processing (ANLP), including the development of resources. There is …
Natural Language Processing (ANLP), including the development of resources. There is …
[PDF][PDF] Pre-trained models or feature engineering: the case of dialectal arabic
C Qwaider, S Chatzikyriakidis… - Proceedings of the …, 2022 - aclanthology.org
The usage of social media platforms has resulted in the proliferation of work on Arabic
Natural Language Processing (ANLP), including the development of resources. There is …
Natural Language Processing (ANLP), including the development of resources. There is …
Extracting Features from Text Flows based on Semantic Similarity for Text Classification: an Approach Inspired by Audio Analysis
LL Vasconcelos, CEC Campelo - Journal of the Brazilian …, 2024 - journals-sol.sbc.org.br
Text classification is a mainly investigated challenge in Natural Language Processing (NLP)
research. The higher performance of a classification model depends on a representation …
research. The higher performance of a classification model depends on a representation …