Data Valuation using Neural Networks for Efficient Instruction Fine-Tuning

Date:

Talk at Midwest Speech and Language Days 2025, University of Notre Dame, Indiana

A talk on NN-CIFT: using small neural networks to estimate the influence of instruction fine-tuning data, cutting the cost of data valuation by up to 99% without giving up downstream performance.