8bit.tr Journal
Data Quality
3 articles tagged with Data Quality.
December 23, 2025
Synthetic Data for LLMs: Quality, Diversity, and Safety
How to generate synthetic data that improves model performance without amplifying bias or noise.
December 12, 2025
Data-Centric LLM Iteration: Improving Models Without Bigger Architectures
Why high-quality data, labeling strategy, and error analysis often beat model scaling in production.
December 6, 2025
Benchmark Leakage and Contamination: Keeping Evaluation Honest
How to detect benchmark leakage, prevent contamination, and build reliable evaluation pipelines.