Challenges in Building Edge-Case Datasets for Fine-Tuning Open-Weight Models

A Reddit discussion highlights the difficulties of building edge-case datasets for fine-tuning open-weight models, covering identification of rare cases, synthetic data generation, quality control, coverage assurance, and measuring impact. Participants ask whether adding edge cases can sometimes degrade model performance.