Odisha · LLM human data
Human Data for LLM Projects in Bhubaneswar
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 Bhubaneswar, this runs from our local studio setup: Booth with mobile kit for Sambalpur and Berhampur sessions.
- City
- Bhubaneswar, Odisha
- Languages here
- 2
- Turnaround
- 2-6 weeks depending on task complexity and contributor screening depth.
Languages recorded in Bhubaneswar
- Odia
- Hindi
Local dialect profile
Coastal standard Odia; western Sambalpuri requires separate fielding from Sambalpur.
Primary Odia base, with field extension to western districts.
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 Bhubaneswar for this work
Primary Odia base, with field extension to western districts.
Booth with mobile kit for Sambalpur and Berhampur sessions. 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 Bhubaneswar?
Booth with mobile kit for Sambalpur and Berhampur sessions.
Which languages can you collect in Bhubaneswar?
Odia, 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 Bhubaneswar
Send the language, speaker count and conditions.