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For Sanskrit Scholars

विद्वांसः

Your deep expertise is the gold standard for evaluating AI-generated Sanskrit

As a Sanskrit scholar, your judgment carries the highest weight in our evaluation framework. You can assess nuances that others cannot — sandhi precision, alamkara usage, cultural depth, and whether a story truly embodies its Dharmic principle. Your reviews anchor our entire quality assessment.

लाभाः

Define quality standards

Your evaluations calibrate our entire system. Expert reviews serve as ground truth against which we measure all other reviewers and the AI models themselves.

Advance Sanskrit NLP

This is among the first large-scale human evaluations of AI-generated Sanskrit. Your participation shapes how future AI systems handle Sanskrit.

Co-authorship potential

Scholars who contribute significantly (50+ reviews with high-quality feedback) may be invited as co-authors on the research paper.

Honeypot calibration

We may invite you to help create calibration stories — expert-scored reference points that help us detect low-quality reviewers.

"Scholars provide the depth of knowledge that makes this research rigorous and credible."
कथम्

How it works

1

Apply

Fill out a brief form. We review applications within 24 hours.

2

Practice

Read the scoring guide and try practice stories with expert feedback.

3

Review

Score batches of 10 stories at your own pace. Earn badges along the way.

Join as a Scholar Reviewer

Every review advances Sanskrit AI research.