Tag
This paper presents a controlled, multi-seed study testing whether adapting frozen sentence embeddings to input difficulty improves performance. It finds that per-sentence complexity conditioning fails, while a pair-level residual gated by a cross-encoder difficulty signal yields consistent gains on semantic similarity tasks.