Home › Datasets › task › Semantic Parsing
Semantic Parsing datasets
archive 2025-07-2844 datasets carry the task tag "Semantic Parsing" (the task itself: Semantic Parsing), ordered by the archive's paper count. Page 1 of 1: 44 shown of 44. 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 Parsing 44
Semantic Parsing datasets 1–44 of 44
FrameNet is a linguistic knowledge graph containing information about lexical and predicate argument semantics of the English language.
444 papers · 0 benchmarks
WikiSQL consists of a corpus of 87,726 hand-annotated SQL query and natural language question pairs.
267 papers · 4 benchmarks
SCAN (Simplified versions of the CommAI Navigation tasks)
SCAN is a dataset for grounded navigation which consists of a set of simple compositional navigation commands paired with the corresponding action sequences.
148 papers · 0 benchmarks
Spider dataset is used for evaluation in the paper "Structure-Grounded Pretraining for Text-to-SQL".
91 papers · 3 benchmarks
WikiTableQuestions is a question answering dataset over semi-structured tables.
79 papers · 2 benchmarks
CFQ (Compositional Freebase Questions)
A large and realistic natural language question answering dataset.
66 papers · 1 benchmark
Occluded REID is an occluded person dataset captured by mobile cameras, consisting of 2,000 images of 200 occluded persons (see Fig.
65 papers · 1 benchmark
ComplexWebQuestions is a dataset for answering complex questions that require reasoning over multiple web snippets.
62 papers · 2 benchmarks
WebQuestionsSP (WebQuestions Semantic Parses Dataset)
The WebQuestionsSP dataset is released as part of our ACL-2016 paper “The Value of Semantic Parse Labeling for Knowledge Base Question Answering” [Yih, Richardson, Meek, Chang & Suh, 2016], in which we evaluated the value of gathering…
61 papers · 3 benchmarks
SParC (Semantic Parsing in Context)
SParC is a large-scale dataset for complex, cross-domain, and context-dependent (multi-turn) semantic parsing and text-to-SQL task (interactive natural language interfaces for relational databases).
59 papers · 2 benchmarks
NomBank is an annotation project at New York University that is related to the PropBank project at the University of Colorado.
50 papers · 0 benchmarks
A new large dataset with over 100,000 examples consisting of Java classes from online code repositories, and develop a new encoder-decoder architecture that models the interaction between the method documentation and the class environment.
46 papers · 1 benchmark
CoSQL (Conversational Text-to-SQL Challenge)
CoSQL is a corpus for building cross-domain, general-purpose database (DB) querying dialogue systems.
45 papers · 1 benchmark
A new large-scale geometry problem-solving dataset - 3,002 multi-choice geometry problems - dense annotations in formal language for the diagrams and text - 27,213 annotated diagram logic forms (literals) - 6,293 annotated text logic forms…
45 papers · 1 benchmark
Contains around 200K dialogs with a total of 1.6M turns.
40 papers · 0 benchmarks
SQA (SequentialQA)
The SQA dataset was created to explore the task of answering sequences of inter-related questions on HTML tables.
37 papers · 1 benchmark
Dataset is constructed from single intent dataset SNIPS.
26 papers · 2 benchmarks
TOPv2 (Task Oriented Parsing v2)
Task Oriented Parsing v2 (TOPv2) representations for intent-slot based dialog systems.
25 papers · 0 benchmarks
23 papers · 1 benchmark
AMR Bank (Abstract Meaning Representation)
The AMR Bank is a set of English sentences paired with simple, readable semantic representations.
22 papers · 1 benchmark
This dataset contains card descriptions of the card game Hearthstone and the code that implements them.
22 papers · 0 benchmarks
QuaRel is a crowdsourced dataset of 2771 multiple-choice story questions, including their logical forms.
20 papers · 0 benchmarks
One of the largest commonsense knowledge bases available, describing over 2 million disambiguated concepts and activities, connected by over 18 million assertions.
20 papers · 0 benchmarks
Groningen Meaning Bank is a semantic resource that anyone can edit and that integrates various semantic phenomena, including predicate-argument structure, scope, tense, thematic roles, animacy, pronouns, and rhetorical relations.
18 papers · 0 benchmarks
GraphQuestions is a characteristic-rich dataset designed for factoid question answering.
14 papers · 2 benchmarks
Fashion 144K is a novel heterogeneous dataset with 144,169 user posts containing diverse image, textual and meta information.
11 papers · 0 benchmarks
SEDE (Stack Exchange Data Explorer)
SEDE is a dataset comprised of 12,023 complex and diverse SQL queries and their natural language titles and descriptions, written by real users of the Stack Exchange Data Explorer out of a natural interaction.
11 papers · 1 benchmark
ComQA is a large dataset of real user questions that exhibit different challenging aspects such as compositionality, temporal reasoning, and comparisons.
9 papers · 0 benchmarks
A dataset of utterances, incorrect SQL interpretations and the corresponding natural language feedback.
6 papers · 0 benchmarks
SimpleQuestionsWikidata maps SimpleQuestions to Wikidata.
6 papers · 1 benchmark
1000 query triples on 120 tables.
5 papers · 0 benchmarks
PCFG SET (Probabilistic Context Free Grammar String Edit Task)
The Probabilistic Context Free Grammar String Edit Task (PCFG SET) dataset is a dataset with sequence to sequence problems specifically designed to test different aspects of compositional generalisation.
4 papers · 0 benchmarks
The Szeged Treebank is the largest fully manually annotated treebank of the Hungarian language.
4 papers · 0 benchmarks
aethel (Automatically Extracted Theorems from Lassy)
A dataset of approximately 75,000 phrases and sentences, syntactically analyzed as typelogical derivations (i.e.
4 papers · 0 benchmarks
Question Answering (QA) is a widely-used framework for developing and evaluating an intelligent machine.
3 papers · 0 benchmarks
Multilingual TOP is a dataset for multilingual semantic parsing with human-written sentences as opposed to machine translated ones.
3 papers · 0 benchmarks
SpCQL (Text-to-CQL)
The first dataset contains annotated natural language queries (i.e.
2 papers · 0 benchmarks
Spades (Semantic PArsing of DEclarative Sentences)
Datasets Spades contains 93,319 questions derived from clueweb09 sentences.
2 papers · 0 benchmarks
Schema2QA is the first large question answering dataset over real-world Schema.org data.
2 papers · 0 benchmarks
ViText2SQL is a dataset for the Vietnamese Text-to-SQL semantic parsing task, consisting of about 10K question and SQL query pairs.
2 papers · 0 benchmarks
Conic10K is an open-ended math problem dataset on conic sections in Chinese senior high school education.
1 paper · 0 benchmarks
Hinglish-TOP is a human annotated code-switched semantic parsing dataset containing 10k human annotations for Hindi-English (HINGLISH) code switched utterances, and over 170K CST5 generated code-switched utterances from the TOPv2 dataset.
1 paper · 0 benchmarks
1 paper · 0 benchmarks
TurkQA consists of a selection of sentences from English Wikipedia articles, with questions and answers crowdsourced from workers on Amazon Mechanical Turk.
1 paper · 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.