Task-Perturbed NLL Optimization

New research identifies task insensitivity as a key weakness in language agents

Researchers have identified "task insensitivity" as a key reason for the weak out-of-distribution generalization in large language models acting as agents. This phenomenon occurs when models apply learned patterns to ne…