| JointMatch: A Unified Approach for Diverse and Collaborative Pseudo-Labeling to Semi-Supervised Text Classification | Oct 23, 2023 | Pseudo LabelSemi-Supervised Text Classification | CodeCode Available | 1 |
| SemiReward: A General Reward Model for Semi-supervised Learning | Oct 4, 2023 | Few-Shot Image ClassificationImage Classification | CodeCode Available | 1 |
| Rethinking Semi-supervised Learning with Language Models | May 22, 2023 | Pseudo LabelSemi-Supervised Text Classification | CodeCode Available | 1 |
| DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining | May 20, 2023 | Extractive SummarizationKnowledge Distillation | CodeCode Available | 1 |
| SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training | Oct 23, 2022 | Pseudo LabelSemi-Supervised Text Classification | CodeCode Available | 1 |
| Semi-Supervised Text Classification via Self-Pretraining | Sep 30, 2021 | Pseudo LabelSemi-Supervised Text Classification | CodeCode Available | 1 |
| FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks | Sep 12, 2021 | Semi-Supervised Text ClassificationText Classification | CodeCode Available | 1 |
| Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function | Sep 8, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification | Apr 25, 2020 | ClassificationData Augmentation | CodeCode Available | 1 |
| Semi-Supervised Models via Data Augmentationfor Classifying Interactive Affective Responses | Apr 23, 2020 | Data AugmentationSemi-Supervised Text Classification | CodeCode Available | 1 |
| Variational Pretraining for Semi-supervised Text Classification | Jun 5, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Deconvolutional Paragraph Representation Learning | Aug 16, 2017 | General ClassificationRepresentation Learning | CodeCode Available | 1 |
| Adversarial Training Methods for Semi-Supervised Text Classification | May 25, 2016 | ClassificationGeneral Classification | CodeCode Available | 1 |
| MultiMatch: Multihead Consistency Regularization Matching for Semi-Supervised Text Classification | Jun 9, 2025 | Pseudo LabelSemi-Supervised Text Classification | —Unverified | 0 |
| The Efficiency of Pre-training with Objective Masking in Pseudo Labeling for Semi-Supervised Text Classification | May 10, 2025 | Semi-Supervised Text Classificationtext-classification | —Unverified | 0 |
| Semantic Consistency Regularization with Large Language Models for Semi-supervised Sentiment Analysis | Jan 29, 2025 | Semi-Supervised Text ClassificationSentiment Analysis | —Unverified | 0 |
| Contrastive Multi-graph Learning with Neighbor Hierarchical Sifting for Semi-supervised Text Classification | Nov 25, 2024 | Contrastive LearningGraph Attention | CodeCode Available | 0 |
| Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs | Nov 9, 2024 | ClassificationClustering | —Unverified | 0 |
| Graph Contrastive Learning via Cluster-refined Negative Sampling for Semi-supervised Text Classification | Oct 18, 2024 | ClassificationClustering | —Unverified | 0 |
| DeCrisisMB: Debiased Semi-Supervised Learning for Crisis Tweet Classification via Memory Bank | Oct 23, 2023 | Semi-Supervised Text Classification | CodeCode Available | 0 |
| Rank-Aware Negative Training for Semi-Supervised Text Classification | Jun 13, 2023 | ClassificationSemi-Supervised Text Classification | CodeCode Available | 0 |
| Progressive Class Semantic Matching for Semi-supervised Text Classification | May 20, 2022 | General ClassificationLanguage Modeling | CodeCode Available | 0 |
| ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification | Apr 10, 2022 | Semi-Supervised Text ClassificationText Classification | CodeCode Available | 0 |
| Progressive Class Semantic Matching for Semi-supervised Text Classification | Jan 16, 2022 | ClassificationLanguage Modeling | —Unverified | 0 |
| ME-GCN: Multi-dimensional Edge-Enhanced Graph Convolutional Networks for Semi-supervised Text Classification | Dec 17, 2021 | Semi-Supervised Text Classificationtext-classification | —Unverified | 0 |
| ALP: Data Augmentation using Lexicalized PCFGs for Few-Shot Text Classification | Dec 16, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| Data Augmentation with Sentence Recombination Method for Semi-supervised Text Classification | Nov 16, 2021 | Data AugmentationSemi-Supervised Text Classification | —Unverified | 0 |
| ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification | Oct 16, 2021 | Semi-Supervised Text Classificationtext-classification | —Unverified | 0 |
| Semi-Supervised Text Classification with Balanced Deep Representation Distributions | Aug 1, 2021 | ClassificationSemi-Supervised Text Classification | —Unverified | 0 |
| A Semi-supervised Multi-task Learning Approach to Classify Customer Contact Intents | Jun 10, 2021 | Classificationintent-classification | —Unverified | 0 |
| Inductive Topic Variational Graph Auto-Encoder for Text Classification | Jun 1, 2021 | ClassificationInductive Learning | —Unverified | 0 |
| Making Attention Mechanisms More Robust and Interpretable with Virtual Adversarial Training | Apr 18, 2021 | Semi-Supervised Text Classificationtext-classification | —Unverified | 0 |
| Consistency Training with Virtual Adversarial Discrete Perturbation | Apr 15, 2021 | Semi-Supervised Text ClassificationText Classification | CodeCode Available | 0 |
| Interpretable Operational Risk Classification with Semi-Supervised Variational Autoencoder | Jul 1, 2020 | ClassificationGeneral Classification | —Unverified | 0 |
| Domain-Guided Task Decomposition with Self-Training for Detecting Personal Events in Social Media | Apr 21, 2020 | General ClassificationSemi-Supervised Text Classification | —Unverified | 0 |
| Semi-Supervised Learning with Normalizing Flows | Dec 30, 2019 | image-classificationImage Classification | CodeCode Available | 0 |
| Adversarial Dropout for Recurrent Neural Networks | Apr 22, 2019 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings | Jan 22, 2019 | General ClassificationSemi-Supervised Text Classification | CodeCode Available | 0 |
| Did You Really Just Have a Heart Attack? Towards Robust Detection of Personal Health Mentions in Social Media | Feb 26, 2018 | EpidemiologySemi-Supervised Text Classification | CodeCode Available | 0 |
| Variational Autoencoders for Semi-supervised Text Classification | Mar 8, 2016 | ClassificationDecoder | —Unverified | 0 |
| Learning a Deep Hybrid Model for Semi-Supervised Text Classification | Sep 1, 2015 | ClassificationGeneral Classification | —Unverified | 0 |