[HTML][HTML] Recent Applications of Explainable AI (XAI): A Systematic Literature Review

M Saarela, V Podgorelec - Applied Sciences, 2024 - mdpi.com
This systematic literature review employs the Preferred Reporting Items for Systematic
Reviews and Meta-Analyses (PRISMA) methodology to investigate recent applications of …

Language model and its interpretability in biomedicine: A sco** review

D Lyu, X Wang, Y Chen, F Wang - Iscience, 2024 - cell.com
With advancements in large language models, artificial intelligence (AI) is undergoing a
paradigm shift where AI models can be repurposed with minimal effort across various …

Arabic sentiment analysis using dependency-based rules and deep neural networks

A Diwali, K Dashtipour, K Saeedi, M Gogate… - Applied Soft …, 2022 - Elsevier
With the growth of social platforms in recent years and the rapid increase in the means of
communication through these platforms, a significant amount of textual data is available that …

A hybrid lexicon-based and neural approach for explainable polarity detection

M Polignano, V Basile, P Basile, G Gabrieli… - Information Processing …, 2022 - Elsevier
In this work, we propose BERT-WMAL, a hybrid model that brings together information
coming from data through the recent transformer deep learning model and those obtained …

An attention matrix for every decision: Faithfulness-based arbitration among multiple attention-based interpretations of transformers in text classification

N Mylonas, I Mollas, G Tsoumakas - Data Mining and Knowledge …, 2024 - Springer
Transformers are widely used in natural language processing, where they consistently
achieve state-of-the-art performance. This is mainly due to their attention-based architecture …

[Retracted] N‐GPETS: Neural Attention Graph‐Based Pretrained Statistical Model for Extractive Text Summarization

M Umair, I Alam, A Khan, I Khan, N Ullah… - Computational …, 2022 - Wiley Online Library
The extractive summarization approach involves selecting the source document's salient
sentences to build a summary. One of the most important aspects of extractive …

Towards reliable baselines for document-level sentiment analysis in the Czech and Slovak languages

J Mojžiš, P Krammer, M Kvassay, L Skovajsová… - Future Internet, 2022 - mdpi.com
This article helps establish reliable baselines for document-level sentiment analysis in
highly inflected languages like Czech and Slovak. We revisit an earlier study representing …

Multi Class Depression Detection Through Tweets using Artificial Intelligence

MO Nusrat, W Shahzad, SA Jamal - arxiv preprint arxiv:2404.13104, 2024 - arxiv.org
Depression is a significant issue nowadays. As per the World Health Organization (WHO), in
2023, over 280 million individuals are grappling with depression. This is a huge number; if …

The Explainability of Transformers: Current Status and Directions

P Fantozzi, M Naldi - Computers, 2024 - mdpi.com
An increasing demand for model explainability has accompanied the widespread adoption
of transformers in various fields of applications. In this paper, we conduct a survey of the …

Hierarchical Explainable Network for Investigating Depression From Multilingual Textual Data

SA Asma, N Akhter, S Sharmin, MS Rahman… - IEEE …, 2024 - ieeexplore.ieee.org
Depression is the most prevalent mental health disorder, which is spreading like an
epidemic. With the rise of the internet, people from all over the world now express their daily …