Can the model produce a usable answer?
Generation surface, fluency, EOS behavior, repetition and response register are measured separately from semantic capability.
DEVİM RESEARCH PLATFORM
Devim Model
The evolution of Turkish-first neural model research across scale, training, evaluation and releases.
Can it bind the right relations?
Relation binding, instruction following, generalization and abstention are tested through controlled curricula and held-out evaluations.
Scale only after diagnosis.
A larger model is not used as an explanation. Scaling and architecture decisions must survive evaluator and evidence gates.
Language capability and reasoning are deliberately separated.
A model that cannot reliably understand and answer in Turkish should not have its language failures mistaken for a reasoning-architecture failure.