ACM CIKM · 2025 · LLM-OFA
LLM-OFA: On-the-Fly Adaptation of Large Language Models to Address Temporal Drift Across Two Decades of News
Ghahramanian, P., Bakhshi, S., & Can, F.
Language models decay as the world moves on. LLM-OFA proposes an On-the-Fly Adaptation (OFA) framework together with Adaptimizer, an optimizer for continual adaptation under temporal drift.
Evaluated across two decades of news, and implemented in PyTorch and HuggingFace.