Stanford HAI India Legal & Agriculture Pilot

Pilot evaluation comparing human judgements vs LLM judges on multilingual AI responses.

This blueprint tests Claude Opus 4.5 and Sonnet 4.5 responses to legal and agriculture questions in 5 Indian languages (Hindi, Bengali, Telugu, Malayalam, Kannada). The rubric criteria are adapted from Karya's human evaluation dimensions:

• Fluency: Is the language natural and readable?
• Complexity: Is the language appropriate (neither too complex nor too simplistic)?
• Code-switching: Is the use of English words balanced and helpful?
• Trustworthiness: Does the response provide accurate, actionable information?

Source: Karya platform evaluation data (10,000+ human evaluations from native speakers). Human ratings are available for comparison but not included in this blueprint.

Note: This is a 5-sample pilot to test the methodology before full-scale integration.