SOTAVerified

Subjectivity Analysis

A related task to sentiment analysis is the subjectivity analysis with the goal of labeling an opinion as either subjective or objective.

Papers

Showing 125 of 63 papers

TitleStatusHype
AI Wizards at CheckThat! 2025: Enhancing Transformer-Based Embeddings with Sentiment for Subjectivity Detection in News ArticlesCode0
CAPO: Cost-Aware Prompt OptimizationCode2
Opinion Mining on Offshore Wind Energy for Environmental Engineering0
A Study of Nationality Bias in Names and Perplexity using Off-the-Shelf Affect-related Tweet ClassifiersCode0
A Labelled Dataset for Sentiment Analysis of Videos on YouTube, TikTok, and Other Sources about the 2024 Outbreak of Measles0
Czech Dataset for Cross-lingual Subjectivity ClassificationCode0
Dual Contrastive Learning: Text Classification via Label-Aware Data AugmentationCode1
Understanding the Role of Affect Dimensions in Detecting Emotions from Tweets: A Multi-task ApproachCode1
Entailment as Few-Shot LearnerCode1
An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis TasksCode0
Creating and Evaluating Resources for Sentiment Analysis in the Low-resource Language: Sindhi0
Long-Distance Dependencies Don't Have to Be Long: Simplifying through Provably (Approximately) Optimal Permutations0
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level RepresentationCode0
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification TasksCode2
Belittling the Source: Trustworthiness Indicators to Obfuscate Fake News on the WebCode0
Translations as Additional Contexts for Sentence ClassificationCode0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
Complex and Precise Movie and Book Annotations in French Language for Aspect Based Sentiment Analysis0
Investigating Capsule Networks with Dynamic Routing for Text ClassificationCode0
Universal Sentence EncoderCode1
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement LearningCode0
Toward Contextual Valence Shifters in Vietnamese Reviews0
BUSEM at SemEval-2017 Task 4A Sentiment Analysis with Word Embedding and Long Short Term Memory RNN Approaches0
Sentiment Identification in Code-Mixed Social Media Text0
Learning to Generate Reviews and Discovering SentimentCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RoBERTa+DualCLAccuracy97.34Unverified
2BERT-Base + CLR + LSTMAccuracy97.3Unverified
3RoBERTa-large 355M + Entailment as Few-shot LearnerAccuracy97.1Unverified
4BERT-Base + LSTMAccuracy96.6Unverified
5AdaSentAccuracy95.5Unverified
6VLAWEAccuracy95Unverified
7CNN+MCFAAccuracy94.8Unverified
8byte mLSTM7Accuracy94.7Unverified
9Byte mLSTMAccuracy94.6Unverified
10USEAccuracy93.9Unverified
#ModelMetricClaimedVerifiedStatus
1XLM-R-LargeAccuracy93.56Unverified
2RobeCzechAccuracy93.29Unverified
3Czert-BAccuracy92.85Unverified
4Czech ElectraAccuracy91.85Unverified
5mBERTAccuracy91.23Unverified