Model Releases
Period.
Period. If LoRA is underperforming, don't reach for more expensive full parameter fine-tuning right away. We ran three cheap tests (data coverage, optimization, rank) to see if we could close the gap
Period. If LoRA is underperforming, don't reach for more expensive full parameter fine-tuning right away. We ran three cheap tests (data coverage, optimization, rank) to see if we could close the gap between LoRA and FullFT. Sometimes we could, sometimes we couldn't. https://fireworks.ai…
Source: Fireworks AI (X) | 2026-07-31