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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

Sentiment Analysis and Emotion Detection: A Survey of Approaches, Datasets, and Challenges

  Authors

  ANJALI PARMAR,  PALAK MAJEVADIYA,  HARSHAL MAKWANA

  Keywords

LSTM,CNN,NLP,SENTIMENT ANALYSIS

  Abstract


In recent years, social media platforms have emerged as critical sources of data, providing rich and diverse in formation about public opinions, behaviors, and emotions. Sentiment analysis and emotion detection in social media text have gained considerable attention, serving as essential tools for understanding user sentiments and emotional responses. This survey explores the advancements and methodologies employed in sentiment analysis and emotion detection, focusing on various techniques including rule based, machine learning, and deep learning approaches. It highlights the challenges in here not in analyzing informal and context-rich social media language, such as slang, emojis, and multi lingual content. Additionally, the survey discusses the role of pre-processing strategies, feature extraction methods, and the effectiveness of different models like LSTM, BERT, and Transformer based architectures in capturing complex emotional nuances. The paper also examines the applications of these techniques in diverse domains such as brand monitoring, crisis management, and mental health analysis. By providing a comprehensive overview of the existing literature and emerging trends, this survey aims to guide future research directions and improvements in sentiment analysis and emotion detection in the dynamic context of social media text.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2602620

  Paper ID - 302109

  Page Number(s) - f294-f301

  Pubished in - Volume 14 | Issue 2 | February 2026

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  ANJALI PARMAR,  PALAK MAJEVADIYA,  HARSHAL MAKWANA,   "Sentiment Analysis and Emotion Detection: A Survey of Approaches, Datasets, and Challenges", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.14, Issue 2, pp.f294-f301, February 2026, Available at :http://www.ijcrt.org/papers/IJCRT2602620.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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