CLR-Bench finds six self-evolving agent methods gain at most 5 points
CLR-Bench, a new benchmark detailed on arXiv (2610.40758), found that six self-evolving agent methods gain at most 5 points over frozen baselines and underperform simply retaining raw interaction history in the prompt. T…