TALAN: Task-Aligned Latent Adaptation Networks for Targeted Post-Training of Large Language Models

Chengkai Zhang, Ziteng Liu, Junpu Wang +4

Targeted post-training aims to improve reasoning, math, and code without degrading strengths. Low-rank adapters are efficient but task-global; activation interventions are input-aw…