2026
TarGATE: Target-Aware Data Selection via Token-Attenuation Gates
ICML 2026poster
Targeted instruction tuning requires selecting pertinent samples from massive mixed *candidate datasets* guided by a small *reference dataset* reflecting the desired capability, yet efficiently identifying high-quality data amidst noise remains challenging. To address this, we propose **TarGATE** (*…