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Kerala · LLM human data

Human Data for LLM Projects in Kochi

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 Kochi, this runs from our local studio setup: Booth with co-located transcription team.

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

Languages recorded in Kochi

  • Malayalam
  • Indian English
Languages recorded in KochiMalayalamIndian EnglishKochiKeralaCentral Kerala Malayalam; Malabar variety needs Kozhikode fielding.City choice is a data-quality decision, not a logistics one.
02

Local dialect profile

Central Kerala Malayalam; Malabar variety needs Kozhikode fielding.

Strong Malayalam pool with high literacy for transcription work.

Speaker reading a prompt script into a studio microphone — supporting human data for llm projects in kochi
Speaker reading a prompt script into a studio microphone
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 Kochi for this work

Strong Malayalam pool with high literacy for transcription work.

Booth with co-located transcription team. 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 Kochi?

Booth with co-located transcription team.

Which languages can you collect in Kochi?

Malayalam, Indian English. 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 Kochi

Send the language, speaker count and conditions.

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