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Spoken Language Understanding datasets
archive 2025-07-28
14 datasets carry the task tag "Spoken Language Understanding" (the task itself: Spoken Language Understanding), 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
Spoken Language Understanding datasets 1–14 of 14
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
Fluent Speech Commands is an open source audio dataset for spoken language understanding (SLU) experiments.
57 papers · 1 benchmark
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
In SpokenSQuAD, the document is in spoken form, the input question is in the form of text and the answer to each question is always a span in the document.
24 papers · 1 benchmark
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
The SmartLights benchmark from Snipstests the capability of controlling lights in different rooms.
8 papers · 1 benchmark
The MEDIA French corpus is dedicated to semantic extraction from speech in a context of human/machine dialogues.
6 papers · 0 benchmarks
Timers and Such is an open source dataset of spoken English commands for common voice control use cases involving numbers.
5 papers · 1 benchmark
The SmartSpeaker benchmark tests the performance of reacting to music player commands in English as well as in French.
3 papers · 1 benchmark
Almawave-SLU is the first Italian dataset for Spoken Language Understanding (SLU).
2 papers · 0 benchmarks
CQR (Contextual Query Rewrite)
CQR is an extension to the Stanford Dialogue Corpus.
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
Skit-S2I (Skit-S2I: An Indian Accented Speech to Intent dataset)
This dataset for Intent classification from human speech covers 14 coarse-grained intents from the Banking domain.
1 paper · 0 benchmarks
VlogQA (Vietnamese Spoken-Based Machine Reading Comprehension)
The VlogQA consists of 10,076 question-answer pairs based on 1,230 transcript documents sourced from YouTube - an extensive source of user-uploaded content, covering the topics of food and travel in the Vietnamese language.
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.