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UQ-Merge

Environment preparation

To set up the environment, after creating a new conda environment, please follow

cd LLaVA
pip install -e .
cd ../lmms-eval
pip install -e .
cd ../mergekit
pip install -e .

LLaVA folder

In LLaVA folder it contains the LLaVA model that is used in experiments.

lmms-eval

lmms-eval folder contains the evaluation framework used to test all the models.

mergekit

mergekit folder contains the implementation of all the merging methods.

VLM-Uncertainty-Bench

VLM-Uncertainty-Bench has the uncertainty quantification code for UQ-Merge method.