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Timers and Such

Introduced by Loren Lugosch et al. in Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers4 Apr 2021 archive 2025-07-28

Timers and Such is an open source dataset of spoken English commands for common voice control use cases involving numbers. The dataset has four intents, corresponding to four common offline voice assistant uses: SetTimer, SetAlarm, SimpleMath, and UnitConversion. The semantic label for each utterance is a dictionary with the intent and a number of slots.

All recordings were converted from their original formats to single-channel 16,000 Hz .wav files.

Benchmarks archive 2025-07-28

All 1 leaderboard 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)PaperCode
Spoken Language Understanding Timers and Such Finstreder (Conformer) Accuracy (%) 95.4 Finstreder: Simple and fast Spoken Language... gitlab.com/Jaco-Assistant/Jaco-Master +1 3 Compare

Papers archive 2025-07-28

2 shown of 2 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 5. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Timers and Such

1 variant name, as the archive lists them.

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