SlideOn hits the storage-efficiency frontier via Matryoshka training and vector pruning

IgorCarron · x · 2026-10-19

SlideOn reaches the storage-efficiency frontier by document vector pruning, with Matryoshka-style training and pruning budgets as the secret sauce. Charts show its d-128 to d-full variants dominate sparse baselines like SPLADE-v3 and OpenSearch on BEIR-15 vs NNZ, with quality flattening after d-256 (250 nonzero features/doc).

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