First-year computer science student at Nazarbayev University in Astana. I work on telling human-made content from machine-made content, mostly in Kazakh.
Unchecked or Falsely Accused? Evaluating AI-Generated Text Detectors on Kazakh (2026, under review)
AINA-KK: 3,811 Kazakh passages written before ChatGPT and 5,597 machine passages from 9 generators. Five public English-trained detectors flagged up to 81.4% of the human passages. AINA-KK-Det, the detector released with the paper, flags 0.9% of human test passages.
paper · code · data · detector · reproduce on Kaggle · project page
Evaluating Deep Learning and Traditional Approaches Used in Source Camera Identification (SIDe'26, Springer STEAM-H)
Which of four smartphones took a photo? Hand-built JPEG/DCT features reached 94.7% accuracy, an ImageNet ResNet-18 reached 62.3%.
ozaman.vercel.app · LinkedIn · Hugging Face · Kaggle · mansur.ozaman@nu.edu.kz