Datasets › MASSIVE
MASSIVE
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. Utterances span 60 intents and include 55 slot types. MASSIVE was created by localizing the SLURP dataset, composed of general Intelligent Voice Assistant single-shot interactions.
Benchmarks archive 2025-07-28
All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Intent Classification | MASSIVE | mT5 Base (encoder-only) Intent Accuracy 86.1 | MASSIVE: A 1M-Example Multilingual Natural Language... | alexa/massive +5 | 3 | Compare |
| Slot Filling | MASSIVE | XLM-R Base Slot F1 Score 83.6 | MASSIVE: A 1M-Example Multilingual Natural Language... | alexa/massive +5 | 3 | Compare |
| Zero-shot Slot Filling | MASSIVE | XLM-R Base Slot F1 Score 64.2 | MASSIVE: A 1M-Example Multilingual Natural Language... | alexa/massive +5 | 3 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 72. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages | 6 | 9 | 18 Apr 2022 | ran 1 of 10 samples (9 unverified; 1 pointer-only for licence) |
Dataset loaders archive 2025-07-28
2 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- MASSIVE
1 variant name, as the archive lists them.
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