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 101–125 of 458 papers

Title	Date	Tasks	Status	Score
Emotion Recognition from Speech	Dec 22, 2019	Emotion ClassificationEmotion Recognition	CodeCode Available	5
CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language Models	Jun 6, 2023	Emotion ClassificationLinguistic Acceptability	CodeCode Available	5
Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language	Nov 1, 2021	ClassificationEmotion Classification	CodeCode Available	5
DataSEARCH at IEST 2018: Multiple Word Embedding based Models for Implicit Emotion Classification of Tweets with Deep Learning	Oct 1, 2018	ClassificationEmotion Classification	CodeCode Available	5
Emotion Transfer Using Vector-Valued Infinite Task Learning	Feb 9, 2021	BIG-bench Machine LearningEmotion Classification	CodeCode Available	5
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	5
Emotion Action Detection and Emotion Inference: the Task and Dataset	Mar 16, 2019	Action DetectionEmotion Classification	CodeCode Available	5
BYEL : Bootstrap Your Emotion Latent	Jul 20, 2022	Emotion ClassificationEmotion Recognition	CodeCode Available	5
EmoTxt: A Toolkit for Emotion Recognition from Text	Aug 13, 2017	Emotion ClassificationEmotion Recognition	CodeCode Available	5
An Ensemble Approach to Detect Emotions at an Essay Level	May 1, 2022	Emotion Classification	CodeCode Available	5
BrainT at IEST 2018: Fine-tuning Multiclass Perceptron For Implicit Emotion Classification	Oct 1, 2018	Emotion ClassificationEmotion Recognition	CodeCode Available	5
EmoMeta: A Multimodal Dataset for Fine-grained Emotion Classification in Chinese Metaphors	May 12, 2025	Emotional IntelligenceEmotion Classification	CodeCode Available	5
Emotion4MIDI: a Lyrics-based Emotion-Labeled Symbolic Music Dataset	Jul 27, 2023	Emotion Classification	CodeCode Available	5
Multimodal Speech Emotion Recognition Using Audio and Text	Oct 10, 2018	Emotion ClassificationEmotion Recognition	CodeCode Available	5
TONE: A 3-Tiered ONtology for Emotion analysis	Jan 11, 2024	Emotion ClassificationEmotion Recognition	CodeCode Available	5
Dimensional Emotion Detection from Categorical Emotion	Nov 6, 2019	Emotion ClassificationSentence	CodeCode Available	5
Towards Wide Learning: Experiments in Healthcare	Dec 17, 2016	Emotion ClassificationFeature Engineering	CodeCode Available	5
Automatically Classifying Emotions based on Text: A Comparative Exploration of Different Datasets	Feb 28, 2023	ClassificationData Augmentation	—Unverified	0
An Empirical Analysis of the Role of Amplifiers, Downtoners, and Negations in Emotion Classification in Microblogs	Aug 31, 2018	Emotion ClassificationGeneral Classification	—Unverified	0
ECNU at SemEval-2018 Task 1: Emotion Intensity Prediction Using Effective Features and Machine Learning Models	Jun 1, 2018	BIG-bench Machine LearningEmotion Classification	—Unverified	0
Automatically augmenting an emotion dataset improves classification using audio	Mar 30, 2018	ClassificationEmotion Classification	—Unverified	0
Interpretable Image Emotion Recognition: A Domain Adaptation Approach Using Facial Expressions	Nov 17, 2020	Domain AdaptationEmotion Classification	—Unverified	0
ECSP: A New Task for Emotion-Cause Span-Pair Extraction and Classification	Mar 7, 2020	Emotion Cause ExtractionEmotion-Cause Pair Extraction	—Unverified	0
EEG emotion recognition using dynamical graph convolutional neural networks	Mar 21, 2018	EEGEEG Emotion Recognition	—Unverified	0
DMGroup at EmoInt-2017: Emotion Intensity Using Ensemble Method	Sep 1, 2017	Emotion ClassificationEmotion Recognition	—Unverified	0

Show:10 25 50

← PrevPage 5 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