Neural Networks for Learnable and Scalable Influence Estimation of Instruction Fine-Tuning Data

Instructions to run coming soon... NeurIPS acceptance!

Name		Name	Last commit message	Last commit date
Latest commit History 11 Commits
LICENSE		LICENSE
README.md		README.md
baseline_less.py		baseline_less.py
baseline_selectit.py		baseline_selectit.py
bge_evaluation.py		bge_evaluation.py
config.py		config.py
data_loader.py		data_loader.py
delete.py		delete.py
evaluate_results.py		evaluate_results.py
fine_tune_model.py		fine_tune_model.py
get_confidence_utility.py		get_confidence_utility.py
get_icl_utility_kernel.py		get_icl_utility_kernel.py
get_random_utility_kernel.py		get_random_utility_kernel.py
get_se_utility_kernel.py		get_se_utility_kernel.py
get_selectit_utility_kernel.py		get_selectit_utility_kernel.py
influence_net_test.py		influence_net_test.py
learn_influence.py		learn_influence.py
nncift_fig.png		nncift_fig.png
use_influence.py		use_influence.py
visualize_hyperparams.py		visualize_hyperparams.py

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