Text-Based Emotion Recognition in English and Polish for Therapeutic Chatbot

Text-Based Emotion Recognition in English and Polish for Therapeutic Chatbot

In this article, we present the results of our experiments on sentiment and emotion recognition for English and Polish texts, aiming to work in the context of a therapeutic chatbot. We created a dedicated dataset by adding samples of neutral texts to an existing English-language emotion-labeled corp...

Full description

Bibliographic Details
Main Authors:	Artur Zygadło, Marek Kozłowski, Artur Janicki
Format:	Article
Language:	English
Published:	MDPI AG 2021-10-01
Series:	Applied Sciences
Subjects:	human-machine interaction chatbot sentiment recognition emotion recognition Polish language parallel text corpus
Online Access:	https://www.mdpi.com/2076-3417/11/21/10146

Similar Items

Polish Speech and Text Emotion Recognition in a Multimodal Emotion Analysis System
by: Kamil Skowroński, et al.
Published: (2024-11-01)

LENNA (Learning Emotions Neural Network Assisted): An Empathic Chatbot Designed to Study the Simulation of Emotions in a Bot and Their Analysis in a Conversation
by: Rafael Lahoz-Beltra, et al.
Published: (2021-12-01)

The ethical aspects of integrating sentiment and emotion analysis in chatbots for depression intervention
by: Kerstin Denecke, et al.
Published: (2024-11-01)

Evaluating the Effect of Emotion Models on the Generalizability of Text Emotion Detection Systems
by: Alejandro De Leon Langure, et al.
Published: (2024-01-01)

Emotion Recognition Method for Call/Contact Centre Systems
by: Mirosław Płaza, et al.
Published: (2022-10-01)

Improving Text Emotion Detection Through Comprehensive Dataset Quality Analysis
by: Alejandro de Leon Langure, et al.
Published: (2024-01-01)

TOWARDS EMOTION RECOGNITION IN TEXTS – A SOUND-SYMBOLIC EXPERIMENT
by: Velina Slavova
Published: (2019-08-01)

Breaking Barriers in Sentiment Analysis and Text Emotion Detection: Toward a Unified Assessment Framework
by: Alejandro De Leon Langure, et al.
Published: (2023-01-01)

Lexical Means in Communicating Emotion in Suicide Notes – on the Basis of the Polish Corpus of Suicide Notes
by: Monika Zaśko-Zielińska, et al.
Published: (2015-12-01)

AdCOFE: Advanced Contextual Feature Extraction in conversations for emotion classification
by: Vaibhav Bhat, et al.
Published: (2021-12-01)

Multi-Corpus Learning for Audio–Visual Emotions and Sentiment Recognition
by: Elena Ryumina, et al.
Published: (2023-08-01)

Sentiment Analysis and Emotion Recognition from Speech Using Universal Speech Representations
by: Bagus Tris Atmaja, et al.
Published: (2022-08-01)

Multi-Modal Emotion Recognition Using Speech Features and Text-Embedding
by: Sung-Woo Byun, et al.
Published: (2021-08-01)

The Bulgarian-Polish-Russian parallel corpus
by: Maksim Duškin, et al.
Published: (2015-11-01)

Multimodal Emotion Recognition and Sentiment Analysis Using Masked Attention and Multimodal Interaction
by: Tatiana Voloshina, et al.
Published: (2023-05-01)

Articulation constrained learning with application to speech emotion recognition
by: Mohit Shah, et al.
Published: (2019-08-01)

“Chatbot Communication” as an Object of Linguistic Research in the System of Digital Communications
by: S. V. Kiseleva, et al.
Published: (2022-06-01)

MTR-SAM: Visual Multimodal Text Recognition and Sentiment Analysis in Public Opinion Analysis on the Internet
by: Xing Liu, et al.
Published: (2023-06-01)

MULTI-DOMAIN MACHINE LEARNING APPROACH OF NAMED ENTITY RECOGNITION FOR ARABIC BOOKING CHATBOT ENGINES USING PRE-TRAINED BIDIRECTIONAL TRANSFORMERS
by: Boshra Taha Sadder, et al.
Published: (2024-03-01)

Optimization Methods in Emotion Recognition System
by: L. Povoda, et al.
Published: (2016-09-01)

Adopting Text Similarity Methods and Cloud Computing to Build a College Chatbot Model
by: Zaid Mundher, et al.
Published: (2021-03-01)

Interactions with educational chatbots: the impact of induced emotions and students’ learning motivation
by: Jiaqi Yin, et al.
Published: (2024-08-01)

Emotional Valence Coded in the Phonemic Content – Statistical Evidence Based on Corpus Analysis
by: Slavova Velina
Published: (2020-06-01)

A New Feature Selection Scheme for Emotion Recognition from Text
by: Zafer Erenel, et al.
Published: (2020-08-01)

Improving transformer for scene text and handwritten text recognition
by: Tan, Yew Lee
Published: (2024)

Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances
by: Soujanya Poria, et al.
Published: (2019-01-01)

Trainee psychotherapists’ emotion recognition accuracy improves after training: emotion recognition training as a tool for psychotherapy education
by: Lillian Döllinger, et al.
Published: (2023-07-01)

Progressive distribution adapted neural networks for cross-corpus speech emotion recognition
by: Yuan Zong, et al.
Published: (2022-09-01)

Emotion Classification of Voice Recordings Using Deep Learning
by: Narek T. Tumanyan
Published: (2022-06-01)

MMU-OCR-21: Towards End-to-End Urdu Text Recognition Using Deep Learning
by: Tayyab Nasir, et al.
Published: (2021-01-01)

Optimizing Speech Emotion Recognition with Machine Learning Based Advanced Audio Cue Analysis
by: Nuwan Pallewela, et al.
Published: (2024-07-01)

Machine Learning Algorithms for Detection and Classifications of Emotions in Contact Center Applications
by: Mirosław Płaza, et al.
Published: (2022-07-01)

Masking important information to assess the robustness of a multimodal classifier for emotion recognition
by: Dror Cohen, et al.
Published: (2023-03-01)

Building a Chatbot System to Analyze Opinions of English Comments
by: Hung Viet Nguyen, et al.
Published: (2023-03-01)

Cross-corpus speech emotion recognition using subspace learning and domain adaption
by: Xuan Cao, et al.
Published: (2022-12-01)

Hierarchical Transformer Network for Utterance-Level Emotion Recognition
by: Qingbiao Li, et al.
Published: (2020-06-01)

Training Emotion Recognition Accuracy: Results for Multimodal Expressions and Facial Micro Expressions
by: Lillian Döllinger, et al.
Published: (2021-08-01)

A Survey on Datasets for Emotion Recognition from Vision: Limitations and In-the-Wild Applicability
by: Willams Costa, et al.
Published: (2023-05-01)

Arabic Scene Text Recognition in the Deep Learning Era: Analysis on a Novel Dataset
by: Heba Hassan, et al.
Published: (2021-01-01)

Research on Emotion Analysis and Psychoanalysis Application With Convolutional Neural Network and Bidirectional Long Short-Term Memory
by: Baitao Liu
Published: (2022-06-01)