Home › Datasets › task › Slot Filling
Slot Filling datasets
archive 2025-07-2827 datasets carry the task tag "Slot Filling" (the task itself: Slot Filling), ordered by the archive's paper count. Page 1 of 1: 27 shown of 27. 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 52Slot Filling 27
Slot Filling datasets 1–27 of 27
MultiWOZ (Multi-domain Wizard-of-Oz)
The Multi-domain Wizard-of-Oz (MultiWOZ) dataset is a large-scale human-human conversational corpus spanning over seven domains, containing 8438 multi-turn dialogues, with each dialogue averaging 14 turns.
328 papers · 8 benchmarks
SNIPS (SNIPS Natural Language Understanding benchmark)
The SNIPS Natural Language Understanding benchmark is a dataset of over 16,000 crowdsourced queries distributed among 7 user intents of various complexity: SearchCreativeWork (e.g.
256 papers · 6 benchmarks
SGD (Schema-Guided Dialogue)
The Schema-Guided Dialogue (SGD) dataset consists of over 20k annotated multi-domain, task-oriented conversations between a human and a virtual assistant.
186 papers · 2 benchmarks
KILT (KILT Benchmark)
KILT (Knowledge Intensive Language Tasks) is a benchmark consisting of 11 datasets representing 5 types of tasks: Fact-checking (FEVER), Entity linking (AIDA CoNLL-YAGO, WNED-WIKI, WNED-CWEB), Slot filling (T-Rex, Zero Shot RE), Open…
117 papers · 11 benchmarks
SLURP (Spoken Language Understanding Resource Package)
A new challenging dataset in English spanning 18 domains, which is substantially bigger and linguistically more diverse than existing datasets.
106 papers · 2 benchmarks
MASSIVE is a parallel dataset of > 1M utterances across 51 languages with annotations for the Natural Language Understanding tasks of intent prediction and slot annotation.
72 papers · 3 benchmarks
Polyvore (Polyvore Outfits)
This dataset contains 21,889 outfits from polyvore.com, in which 17,316 are for training, 1,497 for validation and 3,076 for testing.
62 papers · 3 benchmarks
The Dialog State Tracking Challenges 2 & 3 (DSTC2&3) were research challenge focused on improving the state of the art in tracking the state of spoken dialog systems.
33 papers · 5 benchmarks
Dataset is constructed from single intent dataset ATIS.
28 papers · 2 benchmarks
Dataset is constructed from single intent dataset SNIPS.
26 papers · 2 benchmarks
xSID (Cross-lingual Slot and Intent Detection)
xSID, a new evaluation benchmark for cross-lingual (X) Slot and Intent Detection in 13 languages from 6 language families, including a very low-resource dialect, covering Arabic (ar), Chinese (zh), Danish (da), Dutch (nl), English (en),…
18 papers · 0 benchmarks
CAIS (Chinese Artificial Intelligence Speakers)
We collect utterances from the Chinese Artificial Intelligence Speakers (CAIS), and annotate them with slot tags and intent labels.
6 papers · 2 benchmarks
The MEDIA French corpus is dedicated to semantic extraction from speech in a context of human/machine dialogues.
6 papers · 0 benchmarks
RiSAWOZ is a large-scale multi-domain Chinese Wizard-of-Oz dataset with Rich Semantic Annotations.
5 papers · 0 benchmarks
ATIS (vi) (Vietnamese Intent Detection and Slot Filling)
This is a dataset for intent detection and slot filling for the Vietnamese language.
4 papers · 2 benchmarks
MultiSubs (MultiSubs: A Large-scale Multimodal and Multilingual Dataset)
MultiSubs is a dataset of multilingual subtitles gathered from the OPUS OpenSubtitles dataset, which in turn was sourced from opensubtitles.org.
4 papers · 5 benchmarks
LatamXIX (19th Century Latin American Spanish Newspaper Corpus with LLM OCR Correction)
A novel dataset of 19th-century Latin American press texts, which addresses the lack of specialized corpora for historical and linguistic analysis in this region.
2 papers · 0 benchmarks
ProSLU (Profile-based Spoken Language Understanding)
In the paper, to bridge the research gap, we propose a new and important task, Profile-based Spoken Language Understanding (ProSLU), which requires a model not only depends on the text but also on the given supporting profile information.
2 papers · 2 benchmarks
Spades (Semantic PArsing of DEclarative Sentences)
Datasets Spades contains 93,319 questions derived from clueweb09 sentences.
2 papers · 0 benchmarks
The pioNER corpus provides gold-standard and automatically generated named-entity datasets for the Armenian language.
2 papers · 0 benchmarks
The CareerCoach 2022 gold standard is available for download in the NIF and JSON format, and draws upon documents from a corpus of over 99,000 education courses which have been retrieved from 488 different education providers.
1 paper · 0 benchmarks
NoMusic - The Norwegian Multi-Dialectal Slot and Intent Detection Corpus https://aclanthology.org/2024.vardial-1.9/
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
Voice Navigation is a large-scale dataset of Chinese speech for slot filling, containing more than 830,000 samples.
1 paper · 0 benchmarks
diaforge-utc-r-0725 (DiaFORGE UTC: Unified Tool-Calling Conversations Dataset)
Dataset for our paper Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less Risky which includes 5000 enterprise tools and the corresponding dialogues generated using DiaFORGE UTC data engine.
1 paper · 0 benchmarks
IndirectRequests is an LLM-generated dataset of user utterances in a task-oriented dialogue setting where the user does not directly specify their preferred slot value.
0 papers · 0 benchmarks
Based on RADDLE and SNIPS , we construct Noise-SF, which includes two different perturbation settings.
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.