South Asia · Gurmukhi / Shahmukhi
Punjabi In-the-Wild Speech Dataset
Punjabi in-the-wild speech 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 in-the-wild speech in Punjabi is its own problem
In-the-wild Punjabi collection runs into an unusual constraint: a large share of Punjabi speakers were schooled in Urdu, Hindi, or English and are not literate in either Punjabi script. Self-recording programs, which work well when speakers can write their own transcript, therefore lose a big part of the population — the field team has to transcribe, and that changes the logistics and the cost of every session. The payoff is real, though: natural recordings capture the dialect and mixing patterns that scripted collection smooths away.
The field to pin down first: Annotate the collection mode (self-recorded or field-transcribed by staff) and each speaker's script literacy — the two decide which parts of the population the dataset actually represents.
At a glance
| Language | Punjabi |
|---|---|
| Primary region | South Asia |
| Writing system | Gurmukhi / Shahmukhi |
| Category | In-the-Wild Speech |
| Specification field to settle first | Annotate the collection mode (self-recorded or field-transcribed by staff) and each speaker's script literacy — the two decide which parts of the population the dataset actually represents. |
| Delivery | Sourced to order, pilot batch before the full run |
What in-the-wild speech data is
Speech collected under fully natural conditions — no studio, no topic constraints — as close to real usage as collection gets.
What buyers get wrong about it
Real and usable pull against each other — the more natural the audio, the harder it is to annotate. The balance has to be designed into the collection plan, not patched in afterward.
The specification field that decides the quote
Recording device (phone, headset, professional mic) and collection environment must be logged per file.
The language side: what Punjabi demands
Punjabi is the classic case of one spoken language with two scripts: Gurmukhi on the Indian side and Shahmukhi (a Perso-Arabic system) on the Pakistani side. The same passage written on either side cannot be cross-searched against the other.
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 Punjabi In-the-Wild Speech
How many distinct speakers can you provide for Punjabi In-the-Wild Speech?
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. Annotate the collection mode (self-recorded or field-transcribed by staff) and each speaker's script literacy — the two decide which parts of the population the dataset actually represents.
Can you annotate to our own guideline instead of the default?
Yes, and for this pairing we would recommend it. In-the-wild Punjabi collection runs into an unusual constraint: a large share of Punjabi speakers were schooled in Urdu, Hindi, or English and are not literate in either Punjabi script. 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 Punjabi In-the-Wild Speech 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 Punjabi
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Punjabi Conversational Speech
Speech from natural conversation between two or more people, on open or semi-structured topics, used for conversational AI, voice assistants, and small talk models.
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Punjabi 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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Punjabi Speech Commands
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.
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Punjabi 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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Punjabi 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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Punjabi Multilingual Speech
Speech data covering multiple languages within one project, used for multilingual ASR, cross-lingual transfer, and language identification.
In-the-Wild Speech in other languages
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Arabic (Gulf) In-the-Wild Speech
Middle East & North Africa
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Kannada In-the-Wild Speech
South Asia
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Burmese In-the-Wild Speech
Southeast Asia
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Amharic In-the-Wild Speech
Sub-Saharan Africa
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Ukrainian In-the-Wild Speech
Europe
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Swahili In-the-Wild Speech
Sub-Saharan Africa
Request Punjabi In-the-Wild Speech
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.