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Jamie Hardt
2025-08-27 00:27:21 +00:00
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# ucsinfer # ucsinfer
Universal Category System inference. Universal Category System LLM toolkit.
## Running ## Running
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## Functions ## Functions
* recommend * ~recommend~ (in-progress)
Infer a UCS category for a text description. Infer a UCS category for a text description.
* gather * gather
Scan files to capture existing text descriptions and UCS categories and save Scan files to capture existing text descriptions and UCS categories
as a dataset. and save as a dataset. This function is used to countruct datasets
that `evaluate` can use to test models and finetune can use to
refine them.
* finetune * ~finetune~ (planned)
Fine-tune an existing sentence embedding model with training data. Fine-tune an existing sentence embedding model with training data.
* evaluate * evaluate
Use datasets to evauluate the performance of fine-tuning. Use datasets to evaluate the performance of a model and fine-tuning.