Compositional online learning at the LLM call boundary can achieve an 11.4x upper bound improvement on conjunction-filter workloads

Under independence, the two learning components compose multiplicatively to an $11.4\times$ upper bound on a representative conjunction-filter workload.

http://arxiv.org/abs/2608.27244v1