Semi-Supervised Text Classification

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

23 shown of 23 papers with code (41 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Deconvolutional Paragraph Representation Learning
  16 Aug 2017 4 repositories listed
  Learning latent representations from long text sequences is an important first step in many natural language processing applications.
• Adversarial Training Methods for Semi-Supervised Text Classification
  25 May 2016 4 repositories listed
  We extend adversarial and virtual adversarial training to the text domain by applying perturbations to the word embeddings in a recurrent neural network rather than to the original input itself.
• Rethinking Semi-supervised Learning with Language Models
  22 May 2023 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  Semi-supervised learning (SSL) is a popular setting aiming to effectively utilize unlabelled data to improve model performance in downstream natural language processing (NLP) tasks.
• DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining
  20 May 2023 2 repositories listed Syntology ran 5 of 17 samples · 12 unverified · 17 pointer-only (licence)
  Many text mining models are constructed by fine-tuning a large deep pre-trained language model (PLM) in downstream tasks.
• MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
  25 Apr 2020 2 repositories listed
  This paper presents MixText, a semi-supervised learning method for text classification, which uses our newly designed data augmentation method called TMix.
• Semi-Supervised Learning with Normalizing Flows
  30 Dec 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Normalizing flows transform a latent distribution through an invertible neural network for a flexible and pleasingly simple approach to generative modelling, while preserving an exact likelihood.
• Adversarial Dropout for Recurrent Neural Networks
  22 Apr 2019 2 repositories listed
  Successful application processing sequential data, such as text and speech, requires an improved generalization performance of recurrent neural networks (RNNs).
• Did You Really Just Have a Heart Attack? Towards Robust Detection of Personal Health Mentions in Social Media
  26 Feb 2018 2 repositories listed
  The first, critical, task for these applications is classifying whether a personal health event was mentioned, which we call the (PHM) problem.
• Contrastive Multi-graph Learning with Neighbor Hierarchical Sifting for Semi-supervised Text Classification
  25 Nov 2024 1 repository listed
  To address these limitations, we propose a novel method of contrastive multi-graph learning with neighbor hierarchical sifting for semi-supervised text classification, namely ConNHS.
• JointMatch: A Unified Approach for Diverse and Collaborative Pseudo-Labeling to Semi-Supervised Text Classification
  23 Oct 2023 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  However, existing approaches based on pseudo-labeling suffer from the issues of pseudo-label bias and error accumulation.
• DeCrisisMB: Debiased Semi-Supervised Learning for Crisis Tweet Classification via Memory Bank
  23 Oct 2023 1 repository listed Syntology ran 2 of 5 samples · 3 unverified · 5 pointer-only (licence)
  During crisis events, people often use social media platforms such as Twitter to disseminate information about the situation, warnings, advice, and support.
• SemiReward: A General Reward Model for Semi-supervised Learning
  4 Oct 2023 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 1 pointer-only (licence)
  The main challenge is how to distinguish high-quality pseudo labels against the confirmation bias.
• Rank-Aware Negative Training for Semi-Supervised Text Classification
  13 Jun 2023 1 repository listed
  To alleviate the noisy information, we adapt a reasoning with uncertainty-based approach to rank the unlabeled texts based on the evidential support received from the labeled texts.
• SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training
  23 Oct 2022 1 repository listed
  Self-training methods have been explored in recent years and have exhibited great performance in improving semi-supervised learning.
• Progressive Class Semantic Matching for Semi-supervised Text Classification
  20 May 2022 1 repository listed
  Semi-supervised learning is a promising way to reduce the annotation cost for text-classification.
• ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification
  10 Apr 2022 1 repository listed
  Our ME-GCN can integrate a rich source of graph edge information of the entire text corpus.
• Semi-Supervised Text Classification via Self-Pretraining
  30 Sep 2021 1 repository listed
  This set is used to initialize the second classifier, to be further trained by the set of labeled documents.
• FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks
  12 Sep 2021 1 repository listed
  In natural language processing (NLP), state-of-the-art (SOTA) semi-supervised learning (SSL) frameworks have shown great performance on deep pre-trained language models such as BERT, and are expected to significantly…
• Consistency Training with Virtual Adversarial Discrete Perturbation
  15 Apr 2021 1 repository listed
  Consistency training regularizes a model by enforcing predictions of original and perturbed inputs to be similar.
• Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function
  8 Sep 2020 1 repository listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  In this paper, we study bidirectional LSTM network for the task of text classification using both supervised and semi-supervised approaches.
• Semi-Supervised Models via Data Augmentationfor Classifying Interactive Affective Responses
  23 Apr 2020 1 repository listed
  We present semi-supervised models with data augmentation (SMDA), a semi-supervised text classification system to classify interactive affective responses.
• Variational Pretraining for Semi-supervised Text Classification
  5 Jun 2019 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  We accompany this paper with code to pretrain and use VAMPIRE embeddings in downstream tasks.
• Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings
  22 Jan 2019 1 repository listed
  We propose a novel and simple method for semi-supervised text classification.

Syntology lines on 8 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.