Subjectivity Analysis
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Benchmarks
SUBJ
Most implemented
Universal Sentence Encoder
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks
MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos
Investigating Capsule Networks with Dynamic Routing for Text Classification
Entailment as Few-Shot Learner
Papers
Aligning LLM Uncertainty with Human Disagreement in Subjectivity Analysis
Large language models for subjectivity analysis are typically trained with aggregated labels, which compress variations in human judgment into a single supervision signal. This paradigm overlooks the intrinsic uncertaint…
Subjectivity AnalysisCreation of the Estonian Subjectivity Dataset: Assessing the Degree of Subjectivity on a Scale
This article presents the creation of an Estonian-language dataset for document-level subjectivity, analyzes the resulting annotations, and reports an initial experiment of automatic subjectivity analysis using a large l…
Subjectivity AnalysisDhati+: Fine-tuned Large Language Models for Arabic Subjectivity Evaluation
Despite its significance, Arabic, a linguistically rich and morphologically complex language, faces the challenge of being under-resourced. The scarcity of large annotated datasets hampers the development of accurate too…
Subjectivity AnalysisText ClassificationAI Wizards at CheckThat! 2025: Enhancing Transformer-Based Embeddings with Sentiment for Subjectivity Detection in News Articles
This paper presents AI Wizards' participation in the CLEF 2025 CheckThat! Lab Task 1: Subjectivity Detection in News Articles, classifying sentences as subjective/objective in monolingual, multilingual, and zero-shot set…
ArticlesSentenceSentiment AnalysisSubjectivity AnalysisCAPO: Cost-Aware Prompt Optimization
Large language models (LLMs) have revolutionized natural language processing by solving a wide range of tasks simply guided by a prompt. Yet their performance is highly sensitive to prompt formulation. While automated pr…
Arithmetic ReasoningAutoMLSentiment AnalysisSubjectivity Analysis+1Opinion Mining on Offshore Wind Energy for Environmental Engineering
In this paper, we conduct sentiment analysis on social media data to study mass opinion about offshore wind energy. We adapt three machine learning models, namely, TextBlob, VADER, and SentiWordNet because different func…
Data VisualizationOpinion MiningSentiment AnalysisSubjectivity Analysis