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Weakly-Supervised Named Entity Recognition datasets

archive 2025-07-28

6 datasets carry the task tag "Weakly-Supervised Named Entity Recognition" (the task itself: Weakly-Supervised Named Entity Recognition), ordered by the archive's paper count. Page 1 of 1: 6 shown of 6. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Weakly-Supervised Named Entity Recognition 6

Weakly-Supervised Named Entity Recognition datasets 1–6 of 6

CoNLL 2003
CoNLL-2003 is a named entity recognition dataset released as a part of CoNLL-2003 shared task: language-independent named entity recognition.
TextsNamed Entity Recognition (NER)Information RetrievalCross-Lingual NERUIEToken ClassificationNamed Entity Recognition+9 tasks
755 papers · 6 benchmarks
OntoNotes 5.0
OntoNotes 5.0 is a large corpus comprising various genres of text (news, conversational telephone speech, weblogs, usenet newsgroups, broadcast, talk shows) in three languages (English, Chinese, and Arabic) with structural information…
TextsNamed Entity Recognition (NER)UIECoreference ResolutionGeneralized Zero-Shot LearningSemantic Role LabelingNamed Entity Recognition+5 tasks
254 papers · 12 benchmarks
BC5CDR (BioCreative V CDR corpus)
BC5CDR corpus consists of 1500 PubMed articles with 4409 annotated chemicals, 5818 diseases and 3116 chemical-disease interactions.
TextsNamed Entity Recognition (NER)UIEWeakly-Supervised Named Entity Recognition
191 papers · 4 benchmarks
CoNLL
The CoNLL dataset is a widely used resource in the field of natural language processing (NLP).
Named Entity Recognition (NER)Relation ExtractionCross-Lingual TransferCross-Lingual NEREntity LinkingDependency Parsing+23 tasks
187 papers · 35 benchmarks
CoNLL++
CoNLL++ is a corrected version of the CoNLL03 NER dataset where 5.38% of the test sentences have been fixed.
Named Entity Recognition (NER)Weakly-Supervised Named Entity Recognition
56 papers · 2 benchmarks
ShARe/CLEF 2014: Task 2 Disorders
TextsMedicalNamed Entity Recognition (NER)Entity LinkingWeakly-Supervised Named Entity RecognitionNegation DetectionWeakly Supervised Classification
3 papers · 1 benchmark

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.