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From Lexicons to Large Language Models:A Comprehensive Survey of Sentiment Analysis Methods,Benchmarks,and Emerging Frontiers

Shuvodeep De Agnivo Gosai Karun Thankachan Ramadan A.Zein Eldin Abdulaziz T.Almaktoom Mustafa Bayram Ali Wagdy Mohamed

Computer Modeling in Engineering & Sciences2026，Vol.147Issue(5)：P.119-167,49.

Computer Modeling in Engineering & Sciences2026，Vol.147Issue(5)：P.119-167,49.DOI:10.32604/cmes.2026.080601

From Lexicons to Large Language Models:A Comprehensive Survey of Sentiment Analysis Methods,Benchmarks,and Emerging Frontiers

Shuvodeep De ¹Agnivo Gosai ²Karun Thankachan ³Ramadan A.Zein Eldin ⁴Abdulaziz T.Almaktoom ⁵Mustafa Bayram ⁶Ali Wagdy Mohamed⁷

作者信息

1. Ingram School of Engineering,Texas State University,San Marcos,TX,USA
2. Corning Incorporated,Painted Post,NY,USA
3. Language Technologies Institute,School of Computer Science(SCS),Carnegie Mellon University,Pittsburgh,PA,USA
4. Deanship of Scientific Research,King Abdulaziz University,Jeddah,Saudi Arabia
5. Department of Operations and Supply Chain Management,Effat University,Jeddah,Saudi Arabia
6. Department of Computer Engineering,Biruni University,Istanbul,Turkey
7. Operations Research Department,Faculty of Graduate Studies for Statistical Research,Cairo University,Giza,Egypt School of Business,University of Science and Technology,Zewail City of Science and Technology,6th of October City,Giza,Egypt
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摘要

关键词

Sentiment analysis/opinion mining/large language models/transformers/BERT/aspect-based sentiment analysis/multimodal sentiment analysis/cross-lingual NLP/explainable AI/chain-of-thought reasoning/sarcasm detection/benchmark datasets

分类

信息技术与安全科学

引用本文复制引用

Shuvodeep De,Agnivo Gosai,Karun Thankachan,Ramadan A.Zein Eldin,Abdulaziz T.Almaktoom,Mustafa Bayram,Ali Wagdy Mohamed..From Lexicons to Large Language Models:A Comprehensive Survey of Sentiment Analysis Methods,Benchmarks,and Emerging Frontiers[J].Computer Modeling in Engineering & Sciences,2026,147(5):P.119-167,49.

基金项目

funded by the Deanship of Scientific Research(DSR)at King Abdulaziz University,Jeddah,Saudi Arabia under grant no.(IPP:543-305-2025) （DSR）

The authors,therefore,acknowledge with thanks DSR for technical and financial support. （）

Computer Modeling in Engineering & Sciences

ISSN：1526-1492

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