Clean summary of 4D language reference.
LLMs are generally incapable of understanding 4D code. LoRA by exposure to raw source code would actually increase the rate of hallucination as the model gets confused between 4D code and C#, Visual Basic, or JavaScript.
CPT, or continued pre-training, based on grammar and vocabulary should moderate the model's attention before extensive fine-tuning using raw source code.
This dataset was generated with Mistral… See the full description on the dataset page:
https://huggingface.co/datasets/keisuke-miyako/text-commands-2026-0422.
