ResearchFirst results coming soon

How well do models do real expert work?

Benchmarks written and graded by domain experts, using the same rubrics we use to vet people. We extend well-known open benchmarks with fresh, private questions, then score models with the benchmark's own code.

How a Kodiva-Extended benchmark works

  1. 01

    Start from an open benchmark

    Same question format, same answer key style, same scoring code. Nothing about the test changes except who wrote the questions.

  2. 02

    Our experts add fresh questions

    Written and cross-checked by specialists in our network. Kept private, so no model has seen them in training.

  3. 03

    We publish both scores

    Each model's score on the original set next to its score on ours. The gap shows how much headroom is left.

What we're building

Science first, then the benchmark we care about most: India's languages and knowledge.

  • Science

    In progress

    GPQA Diamond

    Kodiva-Extended

    Graduate-level physics, chemistry and biology questions that can't be answered by searching. New questions written by PhDs in our network.

    Format
    Multiple choice
    Experts
    Physics, chemistry, biology PhDs
  • Law

    Planned

    Indian Law

    Extension of LegalBench

    Contract, corporate and tax reasoning under Indian law, written by practising Indian lawyers.

    Format
    Short answer
    Experts
    Indian lawyers

The leaderboard

Every model is scored on the original questions and on ours. We publish when the first runs are checked, not before.

GPQA Diamond · Kodiva-Extended

RankModelOriginalKodiva-ExtendedGap

First results coming soon

Papers and notes

Methods, datasets and findings from our work with labs.

All posts →

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