Topic Modelling of Legal Texts Using Bidirectional Encoder Representations from Sentence Transformers

E Hammami, R Faiz - … Conference on Information and Knowledge Systems, 2023 - Springer
Topic Modeling of legal texts is a challenging task because of its complicated language
structures, and technical features. Recently, there has been a big boost in the number of …

[PDF][PDF] Topic modelling of legal documents using NLP and bidirectional encoder representations from transformers

AJ Rawat, S Ghildiyal, AK Dixit - Indonesian Journal of Electrical …, 2022 - academia.edu
Modeling legal text is a difficult task because of its unique features, such as lengthy texts,
complex language structures, and technical terms. During the last decade, there has been a …

Sustainable Topic Modeling for Legal Moroccan Arabic Language: A Challenging Study on BERTopic Technique

S Aouichaty, Y Maleh, MT Mohtadi, A Hajami… - Procedia Computer …, 2024 - Elsevier
Topic Modeling approaches face difficulties in processing legal texts because of their unique
characteristics, such as the length of the texts and the specialized terminology used within …

Topic modelling of legal documents via legal-bert

R Silveira, CG Fernandes, J Araujo Monteiro Neto… - 2021 - papers.ssrn.com
Legal text processing is a challenging task for modeling approaches due to the peculiarities
inherent to its features, such as long texts and their technical vocabulary. Topic modeling …

An overview of contextual topic modeling using bidirectional encoder representations from transformers

P Basmatkar, M Maurya - Proceedings of Third International Conference …, 2022 - Springer
Topic modeling refers to a range of algorithms in natural language processing that gives us
an insight into the 'latent'semantic topics or patterns in a collection of documents. These …

Sentence-based topic modeling using lexical analysis

S Rahman, S Abujar… - … Technologies in Data …, 2019 - Springer
Data is not meaningful unless its information could be extracted. In every second in this
world, we are generating millions of data over the Internet in different form. Most of them are …

[PDF][PDF] On building an interpretable topic modeling approach for the Urdu language

Z Nasim - Proceedings of the Twenty-Ninth International …, 2021 - ijcai.org
This research is an endeavor to combine deep-learning-based language modeling with
classical topic modeling techniques to produce interpretable topics for a given set of …

Topic Modeling on Arabic Language Dataset: Comparative Study

A Abdelrazek, W Medhat, E Gawish… - … Conference on Model and …, 2022 - Springer
Topic modeling automatically infers the hidden themes in a collection of documents. There
are several developed techniques for topic modeling, which are broadly categorized into …

A new sentence-based interpretative topic modeling and automatic topic labeling

O Kozbagarov, R Mussabayev, N Mladenovic - Symmetry, 2021 - mdpi.com
This article presents a new conceptual approach for the interpretative topic modeling
problem. It uses sentences as basic units of analysis, instead of words or n-grams, which are …

Topic Modeling on Arabic Language Dataset: Comparative Study

A Hassan - Advances in Model and Data Engineering in the …, 2023 - books.google.com
Topic modeling automatically infers the hidden themes in a collection of documents. There
are several developed techniques for topic modeling, which are broadly categorized into …