Datasets › ProSLU
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. We further introduce a Chinese human-annotated dataset, with over 5K utterances annotated with intent and slots, and corresponding supporting profile information. In total, we provide three types of supporting profile information: (1) Knowledge Graph (KG) consists of entities with rich attributes, (2) User Profile (UP) is composed of user settings and information, (3) Context Awareness(CA) is user state and environmental information.
Benchmarks archive 2025-07-28
All 2 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 Detection | ProSLU | General SLU Model w/ Profile Accuracy 0.8531 | Text is no more Enough! A Benchmark for Profile-based... | looperxx/proslu | 1 | Compare |
| Slot Filling | ProSLU | General SLU Model w/ Profile F1 0.8327 | Text is no more Enough! A Benchmark for Profile-based... | looperxx/proslu | 1 | 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 2. 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 | |||
|---|---|---|---|---|
| Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding | 1 | 2 | 22 Dec 2021 | not harvested |
Dataset loaders archive 2025-07-28
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Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- ProSLU
1 variant name, as the archive lists them.
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