Articles by tag: ml-pipeline

Self-training: why it works and how to avoid collapse

Breaking down self-training mechanisms on synthetics, model collapse risks, and strategies for middle/senior ML engineers. Filtering rules, verification, real anchor. Improve your training pipeline without degradation.

Style Voice in News Rewrite: Rule Limits

Analysis of why aspect profiles do not convey text intonation in automatic rewrite. Tests on real cases, pipeline improvements. For NLP system developers — read the details.