A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever Paper โข 2607.23806 โข Published 19 days ago โข 7
Smarter and Cheaper at Once: Byte-Exact KV-Cache Grafting Turns a Frozen Small Model into a Verified-Knowledge Flywheel Paper โข 2607.14431 โข Published 30 days ago โข 12
Merlin: Deterministic Byte-Exact Deduplication for Lossless Context Optimization in Large Language Model Inference Paper โข 2605.09990 โข Published May 11 โข 1
Byte-Exact Deduplication in Retrieval-Augmented Generation: A Three-Regime Empirical Analysis Across Public Benchmarks Paper โข 2605.09611 โข Published May 10 โข 1