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 5163 of 63 papers

TitleStatusHype
Belittling the Source: Trustworthiness Indicators to Obfuscate Fake News on the WebCode0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
The Evolution of Sentiment Analysis - A Review of Research Topics, Venues, and Top Cited PapersCode0
A Study of Nationality Bias in Names and Perplexity using Off-the-Shelf Affect-related Tweet ClassifiersCode0
Self-Adaptive Hierarchical Sentence ModelCode0
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement LearningCode0
An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis TasksCode0
Investigating Capsule Networks with Dynamic Routing for Text ClassificationCode0
All-but-the-Top: Simple and Effective Postprocessing for Word RepresentationsCode0
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level RepresentationCode0
Translations as Additional Contexts for Sentence ClassificationCode0
AI Wizards at CheckThat! 2025: Enhancing Transformer-Based Embeddings with Sentiment for Subjectivity Detection in News ArticlesCode0
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