Middle East & North Africa · Arabic
Arabic (Gulf) Speech Commands Dataset
Arabic (Gulf) speech commands sourced to your specification — no inventory, no fixed listing. This page covers what is specifically hard about this pairing, and which fields your specification needs to pin down.
Why speech commands in Arabic (Gulf) is its own problem
A Gulf command list cannot be written the way the standard language writes it and recorded as-is, because the speakers will not produce the written sounds. Entries containing ق come out with /ɡ/, entries with ك can come out with /tʃ/ in some positions, and the ج realization varies by speaker and region. Gulf users also issue device commands with English nouns: channel, playlist, and application names are English words already fitted to Arabic phonology. The recorded set ends up acoustically far from its written form: the gap a wake-word model has to absorb.
The field to pin down first: Ship a pronunciation lexicon with the word list, marking every entry whose Gulf pronunciation departs from the written form, and record each speaker's region so that /ɡ/, /tʃ/, and ج variation stays traceable.
At a glance
| Language | Arabic (Gulf) |
|---|---|
| Primary region | Middle East & North Africa |
| Writing system | Arabic |
| Category | Speech Commands |
| Specification field to settle first | Ship a pronunciation lexicon with the word list, marking every entry whose Gulf pronunciation departs from the written form, and record each speaker's region so that /ɡ/, /tʃ/, and ج variation stays traceable. |
| Delivery | Sourced to order, pilot batch before the full run |
What speech commands data is
Targeted recordings of short command words or phrases, usually with many speakers reading each entry several times over, used for wake words and on-device command recognition.
What buyers get wrong about it
What buyers consistently underestimate is the repetition count — a single command entry needs at least a few dozen distinct speakers, each reading it multiple times, to cover pronunciation variation.
The specification field that decides the quote
Once the word list is locked it cannot change; adding words midway means starting a new batch.
The language side: what Arabic (Gulf) demands
Gulf Arabic differs noticeably across Saudi Arabia, the UAE, and Kuwait, yet buyers usually search for saudi directly. Recording and annotating by country from the start is far less work than splitting a mixed batch afterward.
What we can put in this delivery
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Read and conversational speech
Scripted recording for TTS, and unscripted conversation for recognition. Specified separately because they need different speaker pools.
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Transcription to your convention
Orthographic or phonetic, with the guideline written before production and shared with you for review.
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Speaker metadata
Age band, gender, region and dialect background per file, so you can slice the dataset rather than take it whole.
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Consent documentation
Signed speaker consent covering the intended use, plus collection methodology and the annotation guideline.
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Pilot batch
A small batch first, which you can reject. Misalignments surface after a few hours rather than at delivery.
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Delivery in your format
Audio format, sampling rate, segmentation length and metadata schema set to your pipeline's requirements.
What arrives in a delivery
| Component | What it is |
|---|---|
| Audio files | Format, sampling rate and segmentation length set to your pipeline. Named to a convention you specify. |
| Transcription | Orthographic or phonetic, produced under a guideline you review before production starts. |
| Speaker metadata | Age band, gender, region and dialect background per file, plus a speaker identifier so the dataset can be sliced. |
| Recording conditions | Environment, device and, where relevant, measured signal-to-noise ratio per file. |
| Annotation guideline | The document the annotators worked from, so you can reproduce the conventions on your own data. |
| Consent records | Signed speaker consent covering your intended use, with the transfer mechanism addressed where required. |
| Collection methodology | How speakers were recruited, screened and scheduled — the part that tells you how biased the pool is. |
| Quality report | Pilot outcome, re-work log, and the annotator agreement figures where the task supports measuring them. |
Questions we get about Arabic (Gulf) Speech Commands
How many distinct speakers can you provide for Arabic (Gulf) Speech Commands?
It depends on the specification and the timeline, and we will give a real number rather than a target. For this pairing, speaker recruitment is usually the step that sets the schedule. Ship a pronunciation lexicon with the word list, marking every entry whose Gulf pronunciation departs from the written form, and record each speaker's region so that /ɡ/, /tʃ/, and ج variation stays traceable.
Can you annotate to our own guideline instead of the default?
Yes, and for this pairing we would recommend it. A Gulf command list cannot be written the way the standard language writes it and recorded as-is, because the speakers will not produce the written sounds. That is exactly the kind of decision a default guideline leaves open, and it is where annotators diverge. Send us your guideline, or we will draft one and you can review it before production starts.
Do you offer a sample before we commit to a full run?
Yes. Select a free sample in the request form and describe what you need. A pilot batch is the cheapest way to establish whether the quality bar is reachable for Arabic (Gulf) Speech Commands before committing to the full volume.
Is the data licensed or owned outright?
Licensing terms are set per project, so tell us how the model will be used and whether it will be distributed. Consent documentation travels with the data either way, and we do not handle medical or clinical data or recorded telephone calls.
Other datasets in Arabic (Gulf)
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Arabic (Gulf) Singing Voice
Vocal recordings with melody, in both a cappella and accompanied form, used for singing voice synthesis, music information retrieval, and lyric alignment.
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Arabic (Gulf) Read Speech
Recordings of speakers reading specified text, with clear pronunciation and known text, the base material for TTS and ASR.
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Arabic (Gulf) Podcast Speech
Long-form podcast and interview audio, either solo monologue or two-person conversation, used for long-form speech recognition and speaker modeling.
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Arabic (Gulf) Multilingual Speech
Speech data covering multiple languages within one project, used for multilingual ASR, cross-lingual transfer, and language identification.
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Arabic (Gulf) Noisy Speech
Speech collected under background noise — street, in-car, restaurant, office and other real environments — used for noise-robust models and speech enhancement.
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Arabic (Gulf) Code-Switching Speech
Speech that mixes two or more languages inside a single utterance — Hinglish, Spanglish, Taglish — used for recognition in real spoken settings.
Speech Commands in other languages
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Kannada Speech Commands
South Asia
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Punjabi Speech Commands
South Asia
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Burmese Speech Commands
Southeast Asia
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Amharic Speech Commands
Sub-Saharan Africa
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Ukrainian Speech Commands
Europe
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Swahili Speech Commands
Sub-Saharan Africa
Request Arabic (Gulf) Speech Commands
Tell us the language, the hours, and what the data needs to look like. You will get a real number and a real timeline — not a range. If we cannot source it well, we will tell you that instead.
- Pilot batch before the full run, so problems surface early.
- Consent documentation delivered with the data.
- No medical or clinical data. No recorded telephone calls.