Emotion Classification

Emotion classification, or emotion categorization, is the task of recognising emotions to classify them into the corresponding category. Given an input, classify it as 'neutral or no emotion' or as one, or more, of several given emotions that best represent the mental state of the subject's facial expression, words, and so on. Some example benchmarks include ROCStories, Many Faces of Anger (MFA), and GoEmotions. Models can be evaluated using metrics such as the Concordance Correlation Coefficient (CCC) and the Mean Squared Error (MSE).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 401–425 of 458 papers

Title	Date	Tasks	Status
Emotion Transfer Using Vector-Valued Infinite Task Learning	Feb 9, 2021	BIG-bench Machine LearningEmotion Classification	CodeCode Available
PDANet: Polarity-consistent Deep Attention Network for Fine-grained Visual Emotion Regression	Sep 11, 2019	Deep AttentionEmotion Classification	CodeCode Available
CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language Models	Jun 6, 2023	Emotion ClassificationLinguistic Acceptability	CodeCode Available
Emotion Recognition from Speech	Dec 22, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available
Perceptual Loss based Speech Denoising with an ensemble of Audio Pattern Recognition and Self-Supervised Models	Oct 22, 2020	DenoisingEmotion Classification	CodeCode Available
Minimax Filter: Learning to Preserve Privacy from Inference Attacks	Oct 12, 2016	ClassificationEmotion Classification	CodeCode Available
BYEL : Bootstrap Your Emotion Latent	Jul 20, 2022	Emotion ClassificationEmotion Recognition	CodeCode Available
MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs	May 30, 2025	Emotion ClassificationSentiment Analysis	CodeCode Available
Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language	Nov 1, 2021	ClassificationEmotion Classification	CodeCode Available
Transformer-based Text Classification on Unified Bangla Multi-class Emotion Corpus	Oct 12, 2022	Emotion ClassificationSentiment Analysis	CodeCode Available
IIIDYT at IEST 2018: Implicit Emotion Classification With Deep Contextualized Word Representations	Aug 27, 2018	Emotion ClassificationGeneral Classification	CodeCode Available
PetKaz at SemEval-2024 Task 3: Advancing Emotion Classification with an LLM for Emotion-Cause Pair Extraction in Conversations	Apr 8, 2024	Emotion-Cause Pair ExtractionEmotion Classification	CodeCode Available
ArmanEmo: A Persian Dataset for Text-based Emotion Detection	Jul 24, 2022	Emotion ClassificationTransfer Learning	CodeCode Available
Impact of time and note duration tokenizations on deep learning symbolic music modeling	Oct 12, 2023	Emotion ClassificationInformation Retrieval	CodeCode Available
Improved acoustic-to-articulatory inversion using representations from pretrained self-supervised learning models	Oct 30, 2022	Emotion ClassificationSelf-Supervised Learning	CodeCode Available
A Monotonicity Constrained Attention Module for Emotion Classification with Limited EEG Data	Aug 17, 2022	EEGElectroencephalogram (EEG)	CodeCode Available
Cross-lingual Emotion Intensity Prediction	Apr 8, 2020	Cross-Lingual TransferEmotion Classification	CodeCode Available
Improving Arabic Multi-Label Emotion Classification using Stacked Embeddings and Hybrid Loss Function	Oct 4, 2024	ClassificationContrastive Learning	CodeCode Available
Pop Music Highlighter: Marking the Emotion Keypoints	Feb 28, 2018	Emotion Classification	CodeCode Available
Practical Text Classification With Large Pre-Trained Language Models	Dec 4, 2018	ClassificationEmotion Classification	CodeCode Available
Inducing a Lexicon of Abusive Words â a Feature-Based Approach	Jun 1, 2018	Abusive Languagedomain classification	CodeCode Available
AIMA at SemEval-2024 Task 3: Simple Yet Powerful Emotion Cause Pair Analysis	Jan 19, 2025	Emotion-Cause Pair ExtractionEmotion Classification	CodeCode Available
Context-Aware Emotion Recognition Networks	Aug 16, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available
Towards More Accurate Prediction of Human Empathy and Emotion in Text and Multi-turn Conversations by Combining Advanced NLP, Transformers-based Networks, and Linguistic Methodologies	Jul 26, 2024	Emotion ClassificationSentence	CodeCode Available
Investigating Emotion-Color Association in Deep Neural Networks	Nov 22, 2020	Emotional IntelligenceEmotion Classification	CodeCode Available

Show:10 25 50

← PrevPage 17 of 19Next →

All datasets CMU-MOSEI SemEval 2018 Task 1E-c EWALK MFA ROCStories ArmanEmo CAER-Dynamic RAVDESS ShortPersianEmo

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MARLIN (ViT-L)	Accuracy	80.63	—	Unverified
2	MARLIN (ViT-B)	Accuracy	80.6	—	Unverified
3	MARLIN (ViT-S)	Accuracy	80.38	—	Unverified
4	ConCluGen	Accuracy	66.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SpanEmo	Accuracy	0.6	—	Unverified
2	BERT+DK	Accuracy	0.59	—	Unverified
3	BERT-GCN	Accuracy	0.59	—	Unverified
4	Transformer (finetune)	Macro-F1	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ProxEmo (ours)	Accuracy	82.4	—	Unverified
2	STEP [bhattacharya2019step]	Accuracy	78.24	—	Unverified
3	Baseline (Vanilla LSTM) [Ewalk]	Accuracy	55.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLKNN	F-F1 score (Comb.)	0.34	—	Unverified
2	CC - XGB	F-F1 score (Comb.)	0.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Semi-supervision	F1	65.88	—	Unverified
2	NPN + Explanation Training	F1	30.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep ParsBERT	Macro F1	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAERNet	Accuracy	77.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ERANN-0-4	Top-1 Accuracy	74.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Deep ParsBERT	Macro F1	0.71	—	Unverified