This is the Linux app named imodelsX whose latest release can be downloaded as IncludeTree-Prompt.zip. It can be run online in the free hosting provider OnWorks for workstations.
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SCREENSHOTS
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imodelsX
DESCRIPTION
Interpretable prompting and models for NLP (using large language models). Generates a prompt that explains patterns in data (Official) Explain the difference between two distributions. Find a natural-language prompt using input-gradients. Fit a better linear model using an LLM to extract embeddings. Fit better decision trees using an LLM to expand features. Finetune a single linear layer on top of LLM embeddings. Use these just a like a sci-kit-learn model. During training, they fit better features via LLMs, but at test-time, they are extremely fast and completely transparent.
Features
- Linear finetune
- Easy-to-fit baseline that follows the same API
- Aug-models
- D3 (DescribeDistributionalDifferences)
- Demos available
- Research paper and reference code
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/imodelsx.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
