A comprehensive survey on word representation models: From classical to state-of-the-art word representation language models

U Naseem, I Razzak, SK Khan, M Prasad - Transactions on Asian and …, 2021 - dl.acm.org
… , or text classification. In this survey, we study how text representation methods have …
representation of text for low-quality text Classification and therefore uses content, data, and …

A Complete Process of Text Classification System Using State‐of‐the‐Art NLP Models

V Dogra, S Verma, Kavita, P Chatterjee… - Computational …, 2022 - Wiley Online Library
… The enhanced text document representation system was developed to work on the issues
of … provided a detailed review of the complete process of the text classification system. This …

The influence of preprocessing on text classification using a bag-of-words representation

Y HaCohen-Kerner, D Miller, Y Yigal - PloS one, 2020 - journals.plos.org
… reported to use a BOW representation of hundreds or thousands … topic-based classification
based on the BOW representation. We … A brief description of these three selected ML methods …

Specter: Document-level representation learning using citation-informed transformers

A Cohan, S Feldman, I Beltagy, D Downey… - arXiv preprint arXiv …, 2020 - arxiv.org
… are written to provide a succinct and comprehensive summary of the paper.As such, we encode
the … For document classification, we report macro F1, a standard classification metric. We …

A survey on data augmentation for text classification

M Bayer, MA Kaufhold, C Reuter - ACM Computing Surveys, 2022 - dl.acm.org
… To achieve this, the words of the instances are translated into a latent representation space,
… and are, thus, near in the representation space, implies that the newly created instances …

Automatic text summarization: A comprehensive survey

WS El-Kassas, CR Salama, AA Rafea… - Expert systems with …, 2021 - Elsevier
… can be classified as single-document or multi-documenttext summarization approach
represents the input document(s) in an intermediate representation and the output summary is …

Document-level text classification using single-layer multisize filters convolutional neural network

MP Akhter, Z Jiangbin, IR Naqvi, M Abdelmajeed… - IEEE …, 2020 - ieeexplore.ieee.org
… in ML and DL methods for text classification. A brief summary of baseline models is also …
Word embedding is a popular way to represent the vocabulary of a text document. Words of …

Recommender systems based on collaborative filtering using review texts—a survey

M Srifi, A Oussous, A Ait Lahcen, S Mouline - Information, 2020 - mdpi.com
… because they allow to represent more accurately items and user’s interests. In this paper, we
… d i s is a distance measure, c l a s s ( i ) and c l a s s ( j ) represent the classes of items i and j…

Measurement of text similarity: a survey

J Wang, Y Dong - Information, 2020 - mdpi.com
… and subdivision of the classification system. The contribution of this survey is that it traces the
… paper will examine the text representation, which represents the text as numerical features …

A review of molecular representation in the age of machine learning

DS Wigh, JM Goodman… - … Interdisciplinary Reviews …, 2022 - Wiley Online Library
… be impossible in one review. This work deals almost exclusively with the representation of
small … An overview of the different classes of molecular representation can be seen in Figure 1. …