Shubhangi Upasani, Chen Wu, Jay Rainton, Bo Li, Changran Hu, Qizheng Zhang, Urmish Thakker

Test-Time Adaptation via Many-Shot Prompting: Benefits, Limits, and Pitfalls

arXiv:2603.05829v1 Announce Type: new Abstract: Test-time adaptation enables large language models (LLMs) to modify their behavior at inference without updating model parameters. A common approach …