bazobehram/devim-grounded-turkish

DEVİM Grounded Turkish

This is a methodology and public-evidence repository, not a release of the underlying rights-restricted Turkish corpus.

DEVİM's grounded-data program was created to reduce shortcut learning and weak transfer by linking supervision to source evidence, preserving provenance, separating training material from sequestered evaluation material, and explicitly testing abstention when an answer is not supported.

Verified source frame

• —Authorized registry works: 593
• —Permanently sequestered works: 119
• —Derivation-pool works: 474
• —Training-side passages: 147,307
• —Source tokens in this frame: 50,863,441

The 119 sequestered works are not part of the derivation pool.

Public validation signals

Safe aggregate review results include:

• —Book-grounded support review: 109 / 110 supported
• —Unsupported in that review: 0
• —Abstention review: 30 / 30 valid

These figures describe bounded validation samples; they are not a claim that every generated item is correct.

What is intentionally not released

• —rights-restricted source text
• —full derived training corpus
• —sequestered works or hidden holdouts
• —private generation prompts/contracts
• —exact strategic generation recipes
• —unpublished training checkpoints

The goal is selective reproducibility: publish enough structure and evidence to inspect the research method without destroying evaluation integrity or redistributing restricted material.

Project: https://devim.org Source: https://devim.org