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 150 of 63 papers

TitleStatusHype
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification TasksCode2
CAPO: Cost-Aware Prompt OptimizationCode2
Understanding the Role of Affect Dimensions in Detecting Emotions from Tweets: A Multi-task ApproachCode1
Universal Sentence EncoderCode1
Dual Contrastive Learning: Text Classification via Label-Aware Data AugmentationCode1
Entailment as Few-Shot LearnerCode1
MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion VideosCode1
A Study of Nationality Bias in Names and Perplexity using Off-the-Shelf Affect-related Tweet ClassifiersCode0
All-but-the-Top: Simple and Effective Postprocessing for Word RepresentationsCode0
An Empirical Evaluation of Word Embedding Models for Subjectivity Analysis TasksCode0
AI Wizards at CheckThat! 2025: Enhancing Transformer-Based Embeddings with Sentiment for Subjectivity Detection in News ArticlesCode0
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling MechanismsCode0
Belittling the Source: Trustworthiness Indicators to Obfuscate Fake News on the WebCode0
Czech Dataset for Cross-lingual Subjectivity ClassificationCode0
Investigating Capsule Networks with Dynamic Routing for Text ClassificationCode0
Learning to Generate Reviews and Discovering SentimentCode0
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement LearningCode0
Self-Adaptive Hierarchical Sentence ModelCode0
The Evolution of Sentiment Analysis - A Review of Research Topics, Venues, and Top Cited PapersCode0
Translations as Additional Contexts for Sentence ClassificationCode0
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level RepresentationCode0
Toward a Corpus of Cantonese Verbal Comments and their Classification by Multi-dimensional Analysis0
Discourse Connectors for Latent Subjectivity in Sentiment Analysis0
Building and Modelling Multilingual Subjective Corpora0
Building a fine-grained subjectivity lexicon from a web corpus0
Annotating Targets of Opinions in Arabic using Crowdsourcing0
Evaluating Text Segmentation using Boundary Edit Distance0
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition0
Exploring the Effects of Word Roots for Arabic Sentiment Analysis0
From Argumentation Mining to Stance Classification0
Good, Great, Excellent: Global Inference of Semantic Intensities0
Toward Contextual Valence Shifters in Vietnamese Reviews0
Iterative Constrained Clustering for Subjectivity Word Sense Disambiguation0
JU\_CSE: A Conditional Random Field (CRF) Based Approach to Aspect Based Sentiment Analysis0
Language Independent Sentence-Level Subjectivity Analysis with Feature Selection0
Learning Sentiment Lexicons in Spanish0
Yes we can!? Annotating English modal verbs0
Long-Distance Dependencies Don't Have to Be Long: Simplifying through Provably (Approximately) Optimal Permutations0
AMI\&ERIC: How to Learn with Naive Bayes and Prior Knowledge: an Application to Sentiment Analysis0
Multilingual Natural Language Processing0
UMCC\_DLSI: A Probabilistic Automata for Aspect Based Sentiment Analysis0
Multi-View AdaBoost for Multilingual Subjectivity Analysis0
Open Extraction of Fine-Grained Political Statements0
Opinion Mining on Offshore Wind Energy for Environmental Engineering0
RA-SR: Using a ranking algorithm to automatically building resources for subjectivity analysis over annotated corpora0
Recognizing Arguing Subjectivity and Argument Tags0
Re-embedding words0
A Labelled Dataset for Sentiment Analysis of Videos on YouTube, TikTok, and Other Sources about the 2024 Outbreak of Measles0
Sentence-Level Subjectivity Detection Using Neuro-Fuzzy Models0
Sentiment Analyzer with Rich Features for Ironic and Sarcastic Tweets0
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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