Evaluating claim admission in shared agent memory is challenging because repeated claims may be mistaken for independent evidence. An agent may copy or paraphrase a retrieved belief, while admitting a false claim exposes subsequent agents to it. To study this problem, we introduce the Correlated Promotion Benchmark (CP...
Xiao-Yang Li, Yi-Qi Wang, Chen-Cheng Zhu et al.· 0 citations
It is shown that on MATH-500 the rate dependence does not reproduce under LoRA, scoping that result, while the ~10 pp cost of selective training does, and reported the arm x rate matrix, not a shared-rate column, as a precondition for selector comparisons.
This work takes the most direct such measure, the exact layerwise activation cross-term of a factorial ledger, establishes its causal anatomy, and asks what it tracks, and takes the most direct measure, the exact layerwise activation cross-term of a factorial ledger, and asks what it tracks.
Weight-space composition supports coarse, input- and format-conditioned functional statements -- not a universal merging-performance predictor, and not one that training-format evaluations can see.