Bihar · LLM human data
Human Data for LLM Projects in Patna
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 Patna, this runs from our local studio setup: Partner booth plus mobile field recording.
- City
- Patna, Bihar
- Languages here
- 2
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Patna
- Hindi
- Urdu
Local dialect profile
Bhojpuri and Magahi-influenced Hindi, a major deployment market and a major corpus gap.
Critical for eastern Hindi-belt coverage.
Technical specification
| Parameter | Standard |
|---|---|
| Task types | Prompt writing, response ranking, instruction-response pairs, adversarial testing |
| Languages | Any language in the network, including code-mixed Hinglish |
| Contributors | Screened by domain, education band and language proficiency |
| Agreement | Overlapping assignments with adjudication |
| Provenance | Per-item contributor and time records |
Process
- Task specification and rubric design
- Contributor screening against the rubric
- Calibration round with feedback
- Production with overlap and gold items
- Adjudication and delivery
Deliverables
- Task data in your schema
- Rubric and calibration results
- Contributor metadata (anonymised)
- Agreement statistics
Why Patna for this work
Critical for eastern Hindi-belt coverage.
Partner booth plus mobile field recording. 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 Patna?
Partner booth plus mobile field recording.
Which languages can you collect in Patna?
Hindi, Urdu. 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 Patna
Send the language, speaker count and conditions.