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Punjab & Haryana · LLM human data

Human Data for LLM Projects in Chandigarh

Human-generated text and speech for LLM training and evaluation in Indian languages: prompts, preference rankings, instruction-response pairs, red-teaming and cultural-fit review. In Chandigarh, this runs from our local studio setup: Booth with district fielding into Punjab and Haryana.

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Annotators writing prompts and responses for LLM training data — Human Data for LLM Projects in Chandigarh
City
Chandigarh, Punjab & Haryana
Languages here
3
Turnaround
2-6 weeks depending on task complexity and contributor screening depth.
01

Languages recorded in Chandigarh

  • Punjabi
  • Hindi
  • Hinglish
Languages recorded in ChandigarhPunjabiHindiHinglishChandigarhPunjab & HaryanaPuadhi and Majhi Punjabi contact zone with Hindi; useful for tone-variation coverage.City choice is a data-quality decision, not a logistics one.
02

Local dialect profile

Puadhi and Majhi Punjabi contact zone with Hindi; useful for tone-variation coverage.

Balanced Punjabi and Hindi pool with strong education spread.

Audio QC engineer inspecting waveforms and spectrograms — supporting human data for llm projects in chandigarh
Audio QC engineer inspecting waveforms and spectrograms
03

Technical specification

ParameterStandard
Task typesPrompt writing, response ranking, instruction-response pairs, adversarial testing
LanguagesAny language in the network, including code-mixed Hinglish
ContributorsScreened by domain, education band and language proficiency
AgreementOverlapping assignments with adjudication
ProvenancePer-item contributor and time records
04

Process

  • Task specification and rubric design
  • Contributor screening against the rubric
  • Calibration round with feedback
  • Production with overlap and gold items
  • Adjudication and delivery
05

Deliverables

  • Task data in your schema
  • Rubric and calibration results
  • Contributor metadata (anonymised)
  • Agreement statistics
06

Why Chandigarh for this work

Balanced Punjabi and Hindi pool with strong education spread.

Booth with district fielding into Punjab and Haryana. Sessions here follow the same template as every other city in the network, so a multi-city cohort stays acoustically consistent.

Frequently asked

Do you have a studio in Chandigarh?

Booth with district fielding into Punjab and Haryana.

Which languages can you collect in Chandigarh?

Punjabi, Hindi, Hinglish. Other languages are possible where migrant communities are present, with residence and nativeness screening.

Can sessions run outside the studio?

Yes. Field recording in homes, vehicles and public spaces is available where your deployment conditions require it, with noise profiles documented per session.

Book llm human data in Chandigarh

Send the language, speaker count and conditions.

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