3 papers
cs.CL2026
ufakzeka-karar: An Open Turkish Typed-Decision Model with Order-Invariant Option Scoring
Sait Furkan Teke
ufakzeka-karar is an open Turkish decision model with 182,494,466 parameters. Given a Turkish text and questions of a fixed answer type (a choice, a level on an ordered scale, or y…
cs.CL2026
HakemBench: A Turkish Benchmark of Typed Decisions
Sait Furkan Teke
HakemBench is a Turkish benchmark of typed decisions, in which the model under test reads a text, a question and a fixed set of options and returns a probability for every option.…
cs.CL2026
ufakzeka-1: Building and Evaluating a 151M-Parameter Turkish Language Model from Scratch
Sait Furkan Teke
We describe ufakzeka-1, a 151M-parameter (182M with embeddings) decoder-only Turkish language model pretrained from scratch on 13.5B tokens of openly licensed text and instruction-…