Datasets › CLINC150
CLINC150
This dataset is for evaluating the performance of intent classification systems in the presence of "out-of-scope" queries, i.e., queries that do not fall into any of the system-supported intent classes. The dataset includes both in-scope and out-of-scope data.
Source: CLINC150
Benchmarks archive 2025-07-28
All 5 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 | ||||
|---|---|---|---|---|---|---|
| Open Intent Discovery | CLINC150 | DSSCC ACC 87.91 | Intent Detection and Discovery from User Logs via Deep... | — | 2 | Compare |
| Intent Detection | CLINC150 | RoBERTa-Large + ICDA Accuracy (%) 97.12 | Selective In-Context Data Augmentation for Intent... | — | 1 | Compare |
| Intent Detection | CLINC150 10-shot | RoBERTa-Large + ICDA Accuracy (%) 94.84 | Selective In-Context Data Augmentation for Intent... | — | 1 | Compare |
| Intent Detection | CLINC150 5-shot | RoBERTa-Large + ICDA Accuracy (%) 92.62 | Selective In-Context Data Augmentation for Intent... | — | 1 | Compare |
| Text Classification | clinc_oos | no rows | — | — | 0 | Compare |
Papers archive 2025-07-28
3 shown of 3 papers 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 87. 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 | |||
|---|---|---|---|---|
| Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information | 0 | 3 | 10 Feb 2023 | not harvested |
| Intent Detection and Discovery from User Logs via Deep Semi-Supervised Contrastive Clustering | 0 | 1 | 1 Jul 2022 | not harvested |
| Discovering New Intents with Deep Aligned Clustering | 2 | 1 | 16 Dec 2020 | not harvested |
Dataset loaders archive 2025-07-28
4 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- CLINC150
- clinc_oos
- CLINC150 5-shot
- CLINC150 10-shot
4 variant names, as the archive lists them.
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