SOTAVerified

Text Classification

Text Classification is the task of assigning a sentence or document an appropriate category. The categories depend on the chosen dataset and can range from topics.

Text Classification problems include emotion classification, news classification, citation intent classification, among others. Benchmark datasets for evaluating text classification capabilities include GLUE, AGNews, among others.

In recent years, deep learning techniques like XLNet and RoBERTa have attained some of the biggest performance jumps for text classification problems.

( Image credit: Text Classification Algorithms: A Survey )

Papers

Showing 25512600 of 3635 papers

TitleStatusHype
Learning to Few-Shot Learn Across Diverse Natural Language Classification TasksCode0
Improving BERT Fine-tuning with Embedding Normalization0
Meta Label Correction for Noisy Label LearningCode0
Improving Machine Reading Comprehension via Adversarial Training0
Ruminating Word Representations with Random Noised Masker0
Interactive Refinement of Cross-Lingual Word EmbeddingsCode0
Not Enough Data? Deep Learning to the Rescue!0
Transformation of Dense and Sparse Text RepresentationsCode0
Seq2Emo for Multi-label Emotion Classification Based on Latent Variable Chains Transformation0
Federated Adversarial Domain Adaptation0
Metric Learning for Dynamic Text ClassificationCode0
Learning from Explanations with Neural Execution TreeCode0
Label-Specific Document Representation for Multi-Label Text ClassificationCode0
Enhancing Local Feature Extraction with Global Representation for Neural Text Classification0
PRADO: Projection Attention Networks for Document Classification On-Device0
A Robust Self-Learning Framework for Cross-Lingual Text Classification0
Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification0
Hierarchical Attention Prototypical Networks for Few-Shot Text Classification0
ProSeqo: Projection Sequence Networks for On-Device Text Classification0
Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification0
Cross-Cultural Transfer Learning for Text Classification0
A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features0
Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification0
Active Learning via Membership Query Synthesis for Semi-Supervised Sentence ClassificationCode0
Cluster-Gated Convolutional Neural Network for Short Text Classification0
LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification0
Using Graphs for Word Embedding with Enhanced Semantic Relations0
Cost-Sensitive BERT for Generalisable Sentence Classification on Imbalanced Data0
A study of data and label shift in the LIME framework0
An Efficient Model for Sentiment Analysis of Electronic Product Reviews in Vietnamese0
Learning Data Manipulation for Augmentation and WeightingCode1
Adaptive Ensembling: Unsupervised Domain Adaptation for Political Document AnalysisCode0
A Comparison of Neural Network Training Methods for Text Classification0
Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled DataCode0
FineText: Text Classification via Attention-based Language Model Fine-tuning0
Predicting In-game Actions from Interviews of NBA PlayersCode0
Towards Automated Website Classification by Deep Learning0
PT-CoDE: Pre-trained Context-Dependent Encoder for Utterance-level Emotion RecognitionCode1
Many Faces of Feature Importance: Comparing Built-in and Post-hoc Feature Importance in Text ClassificationCode0
Evolution of transfer learning in natural language processing0
Interpretable Text Classification Using CNN and Max-pooling0
Updating Pre-trained Word Vectors and Text Classifiers using Monolingual Alignment0
Progress Notes Classification and Keyword Extraction using Attention-based Deep Learning Models with BERT0
SmokEng: Towards Fine-grained Classification of Tobacco-related Social Media TextCode0
Learning Only from Relevant Keywords and Unlabeled Documents0
Universal Adversarial Perturbation for Text Classification0
Measuring Sentences Similarity: A Survey0
Text Level Graph Neural Network for Text ClassificationCode0
Data Augmentation Based on Distributed Expressions in Text Classification Tasks0
Latent-Variable Generative Models for Data-Efficient Text Classification0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ST5-XXLAccuracy73.42Unverified
2ST5-XLAccuracy72.84Unverified
3ST5-LargeAccuracy72.31Unverified
4Ada SimilarityAccuracy70.44Unverified
5SGPT-5.8B-nliAccuracy70.14Unverified
6ST5-BaseAccuracy69.81Unverified
7SGPT-5.8B-msmarcoAccuracy68.13Unverified
8MPNet-multilingualAccuracy67.91Unverified
9GTR-XXLAccuracy67.41Unverified
10SimCSE-BERT-supAccuracy67.32Unverified
#ModelMetricClaimedVerifiedStatus
1Mistral-Small-24B + CAPOError15.7Unverified
2ToWE-SGError14Unverified
3Qwen2.5-32B + CAPOError12.93Unverified
4Llama-3.3-70B + CAPOError11.2Unverified
5Seq2CNN with GWS(50)Error9.64Unverified
6Char-level CNNError9.51Unverified
7SVDCNNError9.45Unverified
8VDCNError8.67Unverified
9Balanced+bi-leaf-RNNError7.9Unverified
10CCCapsNetError7.61Unverified
#ModelMetricClaimedVerifiedStatus
1Seq2CNN(50)Error2.77Unverified
2Char-level CNNError1.55Unverified
3SWEM-concatError1.43Unverified
4FastTextError1.4Unverified
5VDCNError1.29Unverified
6CCCapsNetError1.28Unverified
7Balanced+bi-leaf-RNNError1.2Unverified
8BERT large UDAError1.09Unverified
9M-ACNNError1.07Unverified
10EXAMError1Unverified
#ModelMetricClaimedVerifiedStatus
1DeBERTaAccuracy98.45Unverified
2C-BERT (ESGNN + BERT)Accuracy98.28Unverified
3ESGNNAccuracy98.23Unverified
4RoBERTaGCNAccuracy98.2Unverified
5BERTAccuracy98.17Unverified
6SGNNAccuracy98.09Unverified
7ERNIE 2.0Accuracy98.04Unverified
8DistilBERTAccuracy97.98Unverified
9Our Model*Accuracy97.8Unverified
10ALBERTv2Accuracy97.62Unverified
#ModelMetricClaimedVerifiedStatus
1TM-GloveError9.96Unverified
2byte mLSTM7Error9.6Unverified
3SWEM-averError7.8Unverified
4DELTA (CNN)Error7.8Unverified
5Capsule-BError7.2Unverified
6STM+TSED+PT+2LError7.04Unverified
7GRU-RNN-GLOVEError7Unverified
8MPAD-pathError6.2Unverified
9VLAWEError5.8Unverified
10C-LSTMError5.4Unverified
#ModelMetricClaimedVerifiedStatus
1LinearSVM+TFIDFAccuracy93Unverified
2RoBERTaGCNAccuracy89.5Unverified
3SSGCAccuracy88.6Unverified
4SGCAccuracy88.5Unverified
5SGCNAccuracy88.5Unverified
6RMDL (15 RDLs)Accuracy87.91Unverified
7Sparse Tensor ClassifierAccuracy87.3Unverified
8GraphStarAccuracy86.9Unverified
9NABoE-fullAccuracy86.8Unverified
10Text GCNAccuracy86.34Unverified
#ModelMetricClaimedVerifiedStatus
1ELECTRA + ANNF199.6Unverified
2ERNIE + ANNF199.4Unverified
3XLNet + ANNF199.2Unverified
4RoBERTa + ANNF198.7Unverified
5Longformer + ANNF193.9Unverified
6BERT + ANNF190.5Unverified
7ALBERT + ANNF179.7Unverified
8BERTF175Unverified
9DistilBERTF174.4Unverified
10XLNetF174Unverified
#ModelMetricClaimedVerifiedStatus
1RoBERTaGCNAccuracy72.8Unverified
2Our Model*Accuracy69.4Unverified
3SSGCAccuracy68.5Unverified
4SGCAccuracy68.5Unverified
5SGCNAccuracy68.5Unverified
6Text GCNAccuracy68.36Unverified
7GraphStarAccuracy64.2Unverified
8ApproxRepSetAccuracy64.06Unverified
9REL-RWMD k-NNAccuracy58.74Unverified
10CNN+LowercasedAccuracy36.2Unverified
#ModelMetricClaimedVerifiedStatus
1BERT-ITPT-FiTAccuracy77.62Unverified
2DRNNAccuracy76.26Unverified
3DELTA (HAN)Accuracy75.1Unverified
4EXAMAccuracy74.8Unverified
5DNC+CUWAccuracy74.3Unverified
6ULMFiT (Small data)Accuracy74.3Unverified
7CCCapsNetAccuracy73.85Unverified
8SWEM-concatAccuracy73.53Unverified
9FastTextAccuracy72.3Unverified
10Seq2CNN(50)Accuracy55.39Unverified
#ModelMetricClaimedVerifiedStatus
1DeBERTaAccuracy90.21Unverified
2RoBERTaGCNAccuracy89.7Unverified
3ERNIE 2.0 (optimized)Accuracy89.53Unverified
4RoBERTaAccuracy89.42Unverified
5ERNIE 2.0Accuracy88.97Unverified
6BERTAccuracy86.94Unverified
7ALBERTv2Accuracy86.02Unverified
8DistilBERTAccuracy85.31Unverified
9SSGCAccuracy76.7Unverified
#ModelMetricClaimedVerifiedStatus
1CliReBERT (P0L3/clirebert_clirevocab_uncased)Evaluation Macro F10.65Unverified
2ClimateBERT (climatebert/distilroberta-base-climate-f)Evaluation Macro F10.64Unverified
3BERT (google-bert/bert-base-uncased)Evaluation Macro F10.61Unverified
4CliSciBERT (P0L3/cliscibert_scivocab_uncased)Evaluation Macro F10.61Unverified
5SciBERT (allenai/scibert_scivocab_cased)Evaluation Macro F10.59Unverified
6DistilRoBERTa (distilbert/distilroberta-base)Evaluation Macro F10.58Unverified
7SciClimateBERT (P0L3/sciclimatebert)Evaluation Macro F10.58Unverified
8RoBERTa (FacebookAI/roberta-base)Evaluation Macro F10.57Unverified
#ModelMetricClaimedVerifiedStatus
1Human (Post-Rec.) (Spangher et al., 2021)macro F173.69Unverified
2MT-Mac (Spangher et al., 2021)macro F163.46Unverified
3MT-Mic (Spangher et al., 2021)macro F161.89Unverified
4RL-IP/TT (Choubey et al., 2021)macro F157Unverified
5Document LSTM + Document encoding (Choubey et al., 2020)macro F154.4Unverified
6CRF Fine-grained (Choubey et al., 2020)macro F152.9Unverified
7Human (Blind) (Spangher et al., 2021)macro F146.18Unverified
8Feature-based (SVM) (Choubey et al., 2020)macro F138.3Unverified
#ModelMetricClaimedVerifiedStatus
11-6 BertGCNAccuracy96.6Unverified
2GraphStarAccuracy95Unverified
3Our Model*Accuracy94.6Unverified
4SSGCAccuracy94.5Unverified
5SGCAccuracy94Unverified
6SGCNAccuracy94Unverified
7Text GCNAccuracy93.56Unverified
8TM-GloveAccuracy89.14Unverified