Maharashtra · LLM human data
Human Data for LLM Projects in Nagpur
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 Nagpur, this runs from our local studio setup: Partner booth with mobile capture for surrounding districts.
- City
- Nagpur, Maharashtra
- Languages here
- 2
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Nagpur
- Marathi
- Hindi
Local dialect profile
Varhadi Marathi, materially different from Puneri standard and largely missing from public corpora.
The key site for Vidarbha dialect 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 Nagpur for this work
The key site for Vidarbha dialect coverage.
Partner booth with mobile capture for surrounding districts. 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 Nagpur?
Partner booth with mobile capture for surrounding districts.
Which languages can you collect in Nagpur?
Marathi, Hindi. 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 Nagpur
Send the language, speaker count and conditions.