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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 21–30 of 63 papers

Title	Date	Tasks	Status	Hype
Investigating Capsule Networks with Dynamic Routing for Text Classification	Mar 29, 2018	ClassificationGeneral Classification	CodeCode Available	0
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement Learning	Feb 3, 2018	Multimodal Sentiment Analysisreinforcement-learning	CodeCode Available	0
Toward Contextual Valence Shifters in Vietnamese Reviews	Nov 1, 2017	Sentiment AnalysisSubjectivity Analysis	—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
Sentiment Identification in Code-Mixed Social Media Text	Jul 4, 2017	Sentiment AnalysisSubjectivity Analysis	—Unverified	0
Learning to Generate Reviews and Discovering Sentiment	Apr 5, 2017	Sentiment AnalysisSubjectivity Analysis	CodeCode Available	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
All-but-the-Top: Simple and Effective Postprocessing for Word Representations	Feb 5, 2017	AllGeneral Classification	CodeCode Available	0
The Evolution of Sentiment Analysis - A Review of Research Topics, Venues, and Top Cited Papers	Dec 5, 2016	Sentiment AnalysisSubjectivity Analysis	CodeCode Available	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