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Dialogue Understanding datasets

archive 2025-07-28

9 datasets carry the task tag "Dialogue Understanding" (the task itself: Dialogue Understanding), ordered by the archive's paper count. Page 1 of 1: 9 shown of 9. 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 52Dialogue Understanding 9

Dialogue Understanding datasets 1–9 of 9

Doc2Dial (Doc2Dial: Document-grounded Dialogue)
For goal-oriented document-grounded dialogs, it often involves complex contexts for identifying the most relevant information, which requires better understanding of the inter-relations between conversations and documents.
TextsQuestion AnsweringDialogue UnderstandingDialogue GenerationDialogue Act ClassificationGoal-Oriented DialogConversational Question Answering
36 papers · 0 benchmarks
Molweni
A machine reading comprehension (MRC) dataset with discourse structure built over multiparty dialog.
Question AnsweringReading ComprehensionDialogue UnderstandingDiscourse ParsingMachine Reading Comprehension
29 papers · 2 benchmarks
ProsocialDialog
Most existing dialogue systems fail to respond properly to potentially unsafe user utterances by either ignoring or passively agreeing with them.
TextsDialogDialogue UnderstandingDialogue GenerationOpen-Domain DialogResponse GenerationDialogue Safety Prediction
13 papers · 1 benchmark
MutualFriends
In MutualFriends, two agents, A and B, each have a private knowledge base, which contains a list of friends with multiple attributes (e.g., name, school, major, etc.).
TextsDialogue UnderstandingGoal-Oriented DialogKnowledge Graph Embeddings
7 papers · 0 benchmarks
DiaASQ (Conversational Aspect-based Sentiment Quadruple Extraction)
DiaASQ is a fine-grained Aspect-based Sentiment Analysis (ABSA) benchmark under the conversation scenario.
TextsAspect-Based Sentiment Analysis (ABSA)Dialogue UnderstandingAspect-Category-Opinion-Sentiment Quadruple ExtractionConversational Sentiment Quadruple Extraction
4 papers · 2 benchmarks
Emotional Dialogue Acts
Emotional Dialogue Acts data contains dialogue act labels for existing emotion multi-modal conversational datasets.
TextsEmotion RecognitionDialogue UnderstandingEmotion Recognition in ConversationNatural Language UnderstandingDialogue Act ClassificationEmotion Recognition in Context+1 tasks
3 papers · 0 benchmarks
WDC-Dialogue
WDC-Dialogue is a dataset built from the Chinese social media to train EVA.
TextsDialogue UnderstandingDialogue Generation
3 papers · 0 benchmarks
Harry Potter Dialogue Dataset
Harry Potter Dialogue is the first dialogue dataset that integrates with scene, attributes and relations which are dynamically changed as the storyline goes on.
Dialogue UnderstandingDialogue GenerationPersona Dialogue in Story
1 paper · 2 benchmarks
The Mafia Dataset
The Mafia Dataset was created to model the behavior of deceptive actors in the context of the Mafia game, as described in the paper “Putting the Con in Context: Identifying Deceptive Actors in the Game of Mafia”.
TextsInteractiveDialogText ClassificationText GenerationDialogue UnderstandingDeception Detection
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.