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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 63 papers

Title	Date	Tasks	Status	Hype
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks	Jan 31, 2019	Data AugmentationGeneral Classification	CodeCode Available	2
CAPO: Cost-Aware Prompt Optimization	Apr 22, 2025	Arithmetic ReasoningAutoML	CodeCode Available	2
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation	Jan 21, 2022	ClassificationContrastive Learning	CodeCode Available	1
Entailment as Few-Shot Learner	Apr 29, 2021	Contrastive LearningData Augmentation	CodeCode Available	1
Understanding the Role of Affect Dimensions in Detecting Emotions from Tweets: A Multi-task Approach	May 9, 2021	Emotion Classificationregression	CodeCode Available	1
MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos	Jun 20, 2016	Sentiment AnalysisSubjectivity Analysis	CodeCode Available	1
Universal Sentence Encoder	Mar 29, 2018	Conversational Response SelectionSemantic Textual Similarity	CodeCode Available	1
Annotating Targets of Opinions in Arabic using Crowdsourcing	Jul 1, 2015	Fine-Grained Opinion AnalysisSubjectivity Analysis	—Unverified	0
A Labelled Dataset for Sentiment Analysis of Videos on YouTube, TikTok, and Other Sources about the 2024 Outbreak of Measles	Jun 11, 2024	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Good, Great, Excellent: Global Inference of Semantic Intensities	Jan 1, 2013	Natural Language InferenceQuestion Answering	—Unverified	0
Building and Modelling Multilingual Subjective Corpora	May 1, 2014	Language ModellingMachine Translation	—Unverified	0
BUSEM at SemEval-2017 Task 4A Sentiment Analysis with Word Embedding and Long Short Term Memory RNN Approaches	Aug 1, 2017	ClassificationGeneral Classification	—Unverified	0
bwbaugh : Hierarchical sentiment analysis with partial self-training	Jun 1, 2013	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition	Apr 1, 2012	Document ClassificationQuestion Answering	—Unverified	0
AMI\&ERIC: How to Learn with Naive Bayes and Prior Knowledge: an Application to Sentiment Analysis	Jun 1, 2013	Opinion MiningSentiment Analysis	—Unverified	0
Exploring the Effects of Word Roots for Arabic Sentiment Analysis	Oct 1, 2013	Arabic Sentiment AnalysisSentiment Analysis	—Unverified	0
Connotation in Translation	Sep 1, 2015	Machine TranslationOpinion Mining	—Unverified	0
Concreteness and Subjectivity as Dimensions of Lexical Meaning	Jun 1, 2014	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Contextual Bidirectional Long Short-Term Memory Recurrent Neural Network Language Models: A Generative Approach to Sentiment Analysis	Apr 1, 2017	Decision MakingDimensionality Reduction	—Unverified	0
Creating and Evaluating Resources for Sentiment Analysis in the Low-resource Language: Sindhi	Apr 1, 2021	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Building a fine-grained subjectivity lexicon from a web corpus	May 1, 2012	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Discourse Connectors for Latent Subjectivity in Sentiment Analysis	Jun 1, 2013	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Complex and Precise Movie and Book Annotations in French Language for Aspect Based Sentiment Analysis	May 1, 2018	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
Collocation Polarity Disambiguation Using Web-based Pseudo Contexts	Jul 1, 2012	Question AnsweringSentiment Analysis	—Unverified	0
A Joint Sentiment-Target-Stance Model for Stance Classification in Tweets	Dec 1, 2016	Argument MiningClassification	—Unverified	0

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All datasets SUBJ Czech Subjectivity Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RoBERTa+DualCL	Accuracy	97.34	—	Unverified
2	BERT-Base + CLR + LSTM	Accuracy	97.3	—	Unverified
3	RoBERTa-large 355M + Entailment as Few-shot Learner	Accuracy	97.1	—	Unverified
4	BERT-Base + LSTM	Accuracy	96.6	—	Unverified
5	AdaSent	Accuracy	95.5	—	Unverified
6	VLAWE	Accuracy	95	—	Unverified
7	CNN+MCFA	Accuracy	94.8	—	Unverified
8	byte mLSTM7	Accuracy	94.7	—	Unverified
9	Byte mLSTM	Accuracy	94.6	—	Unverified
10	USE	Accuracy	93.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XLM-R-Large	Accuracy	93.56	—	Unverified
2	RobeCzech	Accuracy	93.29	—	Unverified
3	Czert-B	Accuracy	92.85	—	Unverified
4	Czech Electra	Accuracy	91.85	—	Unverified
5	mBERT	Accuracy	91.23	—	Unverified