News Classification

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 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

12 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

30 shown of 33 papers with code (72 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.

• Explainable Tsetlin Machine framework for fake news detection with credibility score assessment
  19 May 2021 6 repositories listed
  The proliferation of fake news, i.
• LUX (Linguistic aspects Under eXamination): Discourse Analysis for Automatic Fake News Classification
  1 Aug 2021 4 repositories listed
• Accuracy of TextFooler black box adversarial attacks on 01 loss sign activation neural network ensemble
  12 Feb 2024 2 repositories listed
  We ask the following question in this study: are 01 loss sign activation neural networks hard to deceive with a popular black box text adversarial attack program called TextFooler?
• A Novel Perspective to Look At Attention: Bi-level Attention-based Explainable Topic Modeling for News Classification
  14 Mar 2022 2 repositories listed Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
  Many recent deep learning-based solutions have widely adopted the attention-based mechanism in various tasks of the NLP discipline.
• Knowledge Graph informed Fake News Classification via Heterogeneous Representation Ensembles
  20 Oct 2021 2 repositories listed
  Increasing amounts of freely available data both in textual and relational form offers exploration of richer document representations, potentially improving the model performance and robustness.
• Tri-Learn Graph Fusion Network for Attributed Graph Clustering
  18 Jul 2025 1 repository listed
  To address these challenges, this study proposes a novel deep clustering framework that comprising GCN, Autoencoder (AE), and Graph Transformer, termed the Tri-Learn Graph Fusion Network (Tri-GFN).
• LLM Teacher-Student Framework for Text Classification With No Manually Annotated Data: A Case Study in IPTC News Topic Classification
  29 Nov 2024 1 repository listed
  To address this challenge, we propose a teacher-student framework based on large language models (LLMs) for developing multilingual news classification models of reasonable size with no need for manual data annotation.
• BERT or FastText? A Comparative Analysis of Contextual as well as Non-Contextual Embeddings
  26 Nov 2024 1 repository listed
  Natural Language Processing (NLP) for low-resource languages presents significant challenges, particularly due to the scarcity of high-quality annotated data and linguistic resources.
• Comprehensive dataset of user-submitted articles with ideological and extreme bias from Reddit
  12 Aug 2024 1 repository listed
  In total, our combined dataset of 1.
• RICo: Reddit ideological communities
  5 Jun 2024 1 repository listed
  Previous work addressed label curation by using ideological subreddits (r/Liberal and r/Conservative for Liberal and Conservative classes) to label the articles shared on those subreddits according to their prescribed…
• Exploring Tokenization Strategies and Vocabulary Sizes for Enhanced Arabic Language Models
  17 Mar 2024 1 repository listed
  This paper presents a comprehensive examination of the impact of tokenization strategies and vocabulary sizes on the performance of Arabic language models in downstream natural language processing tasks.
• Improving Black-box Robustness with In-Context Rewriting
  13 Feb 2024 1 repository listed
  Machine learning models for text classification often excel on in-distribution (ID) data but struggle with unseen out-of-distribution (OOD) inputs.
• Intrinsic User-Centric Interpretability through Global Mixture of Experts
  5 Feb 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  In human-centric settings like education or healthcare, model accuracy and model explainability are key factors for user adoption.
• Benchmarking Multilabel Topic Classification in the Kyrgyz Language
  30 Aug 2023 1 repository listed
  Kyrgyz is a very underrepresented language in terms of modern natural language processing resources.
• A Dataset and Strong Baselines for Classification of Czech News Texts
  20 Jul 2023 1 repository listed
  Pre-trained models for Czech Natural Language Processing are often evaluated on purely linguistic tasks (POS tagging, parsing, NER) and relatively simple classification tasks such as sentiment classification or article…
• MasakhaNEWS: News Topic Classification for African languages
  19 Apr 2023 1 repository listed
  Furthermore, we explore several alternatives to full fine-tuning of language models that are better suited for zero-shot and few-shot learning such as cross-lingual parameter-efficient fine-tuning (like MAD-X), pattern…
• Classifying the Ideological Orientation of User-Submitted Texts in Social Media
  12 Dec 2022 1 repository listed
  With the long-term goal of understanding how language is used and evolves within online communities, this work explores the application of natural language processing techniques to classify text articles according to…
• Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time
  25 Nov 2022 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  Temporal shifts -- distribution shifts arising from the passage of time -- often occur gradually and have the additional structure of timestamp metadata.
• Multiverse: Multilingual Evidence for Fake News Detection
  25 Nov 2022 1 repository listed
  In this work, we propose Multiverse -- a new feature based on multilingual evidence that can be used for fake news detection and improve existing approaches.
• Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model
  14 Jun 2022 1 repository listed
  In addition, we propose a self-supervised learning strategy based on SRLP to enhance the out-of-distribution generalization performance of our system.
• Does Transliteration Help Multilingual Language Modeling?
  29 Jan 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  We empirically measure the effect of transliteration on MLLMs in this context.
• Transforming Fake News: Robust Generalisable News Classification Using Transformers
  20 Sep 2021 1 repository listed
  Experiments over the ISOT and Combined Corpus datasets show that transformers achieve an increase in F1 scores of up to 4.
• N24News: A New Dataset for Multimodal News Classification
  30 Aug 2021 1 repository listed
  Current news datasets merely focus on text features on the news and rarely leverage the feature of images, excluding numerous essential features for news classification.
• Cross-lingual Evidence Improves Monolingual Fake News Detection
  1 Aug 2021 1 repository listed
  Misleading information spreads on the Internet at an incredible speed, which can lead to irreparable consequences in some cases.
• Evaluating Various Tokenizers for Arabic Text Classification
  14 Jun 2021 1 repository listed
  However, given a large text corpus, representing all the words is not efficient in terms of vocabulary size.
• AraCOVID19-MFH: Arabic COVID-19 Multi-label Fake News and Hate Speech Detection Dataset
  7 May 2021 1 repository listed
  This paper releases "AraCOVID19-MFH" a manually annotated multi-label Arabic COVID-19 fake news and hate speech detection dataset.
• Graph Convolutional Network for Swahili News Classification
  16 Mar 2021 1 repository listed
  This work empirically demonstrates the ability of Text Graph Convolutional Network (Text GCN) to outperform traditional natural language processing benchmarks for the task of semi-supervised Swahili news classification.
• IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages
  8 Nov 2020 1 repository listed
  These resources include: (a) large-scale sentence-level monolingual corpora, (b) pre-trained word embeddings, (c) pre-trained language models, and (d) multiple NLU evaluation datasets (IndicGLUE benchmark).
• KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi
  23 Oct 2020 1 repository listed
  Recent progress in text classification has been focused on high-resource languages such as English and Chinese.
• Assessing Robustness of Text Classification through Maximal Safe Radius Computation
  1 Oct 2020 1 repository listed
  Neural network NLP models are vulnerable to small modifications of the input that maintain the original meaning but result in a different prediction.

Syntology lines on 4 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.