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Understanding
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Sentiment Analysis
1592 directly classified papers
Papers per year
2006: 1
2012: 1
2013: 1
2014: 1
2016: 14
2017: 68
2018: 97
2019: 125
2020: 187
2021: 176
2022: 168
2023: 219
2024: 247
2025: 248
2026: 39
Papers
Pragmatic Inference Chain (PIC) Improving LLMs’ Reasoning of Authentic Implicit Toxic Language
EMNLP 2025
RD-MCSA: A Multi-Class Sentiment Analysis Approach Integrating In-Context Classification Rationales and Demonstrations
EMNLP 2025
Decoding Hate: Exploring Language Models’ Reactions to Hate Speech
NAACL 2025
Modeling the Differential Prevalence of Online Supportive Interactions in Private Instant Messages of Adolescents
NAACL 2025
BTC-SAM: Leveraging LLMs for Generation of Bias Test Cases for Sentiment Analysis Models
EMNLP 2025
Power doesn’t reside in size: A Low Parameter Hybrid Language Model (HLM) for Sentiment Analysis in Code-mixed data
EMNLP 2025
DUT_IR at SemEval-2025 Task 11: Enhancing Multi-Label Emotion Classification with an Ensemble of Pre-trained Language Models and Large Language Models
SEMEVAL 2025
TechSSN3 at SemEval-2025 Task 11: Multi-Label Emotion Detection Using Ensemble Transformer Models and Lexical Rules
SEMEVAL 2025
CIOL at SemEval-2025 Task 11: Multilingual Pre-trained Model Fusion for Text-based Emotion Recognition
SEMEVAL 2025
Pixel Phantoms at SemEval-2025 Task 11: Enhancing Multilingual Emotion Detection with a T5 and mT5-Based Approach
SEMEVAL 2025
GT-NLP at SemEval-2025 Task 11: EmoRationale, Evidence-Based Emotion Detection via Retrieval-Augmented Generation
SEMEVAL 2025
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction
ACL 2025
CDB: A Unified Framework for Hope Speech Detection Through Counterfactual, Desire and Belief
NAACL 2025
Hard Emotion Test Evaluation Sets for Language Models
NAACL 2025
BARTABSA++: Revisiting BARTABSA with Decoder LLMs
ACL 2025
Ambiguity-aware Multi-level Incongruity Fusion Network for Multi-Modal Sarcasm Detection
COLING 2025
Beyond Metrics: Evaluating LLMs Effectiveness in Culturally Nuanced, Low-Resource Real-World Scenarios
ACL 2025
Chinchunmei at SemEval-2025 Task 11: Boosting the Large Language Model’s Capability of Emotion Perception using Contrastive Learning
ACL 2025
Cross-cultural Sentiment Analysis of Social Media Responses to a Sudden Crisis Event
ACL 2025
MarathiEmoExplain: A Dataset for Sentiment, Emotion, and Explanation in Low-Resource Marathi
EMNLP 2025
Sentiment-enhanced Multi-hop Connected Graph Attention Network for Multimodal Aspect-Based Sentiment Analysis
IJCAI 2025
BelarusianGLUE: Towards a Natural Language Understanding Benchmark for Belarusian
ACL 2025
LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing
ACL 2025
The Language of Interoception: Examining Embodiment and Emotion Through a Corpus of Body Part Mentions
EMNLP 2025
Just a Scratch: Enhancing LLM Capabilities for Self-harm Detection through Intent Differentiation and Emoji Interpretation
ACL 2025
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