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Semantic Role Labeling datasets

archive 2025-07-28

14 datasets carry the task tag "Semantic Role Labeling" (the task itself: Semantic Role Labeling), ordered by the archive's paper count. Page 1 of 1: 14 shown of 14. 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 52Semantic Role Labeling 14

Semantic Role Labeling datasets 1–14 of 14

FrameNet
FrameNet is a linguistic knowledge graph containing information about lexical and predicate argument semantics of the English language.
GraphsSemantic ParsingSemantic Role LabelingWord Embeddings
444 papers · 0 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
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-2012
The CoNLL-2012 shared task involved predicting coreference in English, Chinese, and Arabic, using the final version, v5.0, of the OntoNotes corpus.
TextsCoreference ResolutionSemantic Role LabelingNamed Entity RecognitionPredicate DetectionSemantic Role Labeling (predicted predicates)
89 papers · 0 benchmarks
NomBank
NomBank is an annotation project at New York University that is related to the PropBank project at the University of Colorado.
TextsSemantic ParsingReading ComprehensionSemantic Role Labeling
50 papers · 0 benchmarks
QA-SRL
QA-SRL was proposed as an open schema for semantic roles, in which the relation between an argument and a predicate is expressed as a natural-language question containing the predicate (“Where was someone educated?”) whose answer is the…
TextsRelation ExtractionOpen Information ExtractionSemantic Role Labeling
43 papers · 0 benchmarks
CoNLL-2009
The task builds on the CoNLL-2008 task and extends it to multiple languages.
Dependency ParsingSemantic Role LabelingChinese Semantic Role Labeling
8 papers · 2 benchmarks
QA-SRL Bank 2.0
QA-SRL Bank 2.0 is a large-scale corpus of Question-Answer driven Semantic Role Labeling (QA-SRL) annotations.
TextsSemantic Role Labeling
6 papers · 0 benchmarks
X-SRL
SRL is the task of extracting semantic predicate-argument structures from sentences.
TextsMachine TranslationSemantic Role Labeling
4 papers · 0 benchmarks
ExHVV
ExHVV is a novel dataset that offers natural language explanations of connotative roles for three types of entities -- heroes, villains, and victims, encompassing 4,680 entities present in 3K memes.
ImagesTextsText GenerationMulti-Task LearningSemantic Role Labeling
2 papers · 0 benchmarks
GePaDe
This dataset encompasses 265 speeches (over 200,000 tokens) from the German Bundestag, primarily from the 19th legislative term (2017-2021), given by 195 distinct speakers representing 6 political parties.
TextsSemantic Role LabelingSpeaker Attribution in German Parliamentary Debates (GermEval 2023, subtask 1)Speaker Attribution in German Parliamentary Debates (GermEval 2023, subtask 2)
1 paper · 2 benchmarks
Product Reviews 2017
The corpus contains review sentences mostly of products in electronics domain, annotated and segregated into 4 comparison categories.
TextsRelation ExtractionSemantic Role LabelingPredicate DetectionSemantic Role Labeling (predicted predicates)Entity Retrieval
1 paper · 1 benchmark
PropBank-PT
The PropBankPT (Branco et al., 2012) is a set of sentences annotated with their constituency structure and semantic role tags, composed of 3,406 sentences and 44,598 tokens taken from the Wall Street Journal translated.
TextsSemantic Role Labeling
0 papers · 0 benchmarks
RuSRL
This dataset contains annotations of semantic frames and intra-frame syntax for 1500 Russian sentences.
Semantic Role Labeling
0 papers · 0 benchmarks

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.