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AI · arxiv.org · Friday, 31 July 2026

Training‑Free Fusion Lets Generalist LLMs Plug Into Specialist Knowledge

Divergence Decoding lets a specialist LLM hand off to a generalist whenever their token distributions diverge, using Jensen‑Shannon divergence as a safety signal. This training‑free routing injects strong reasoning into domain‑specific answers and outperforms both pure specialist and pure generalist models on scientific benchmarks like GPQA and ChemBench.

Read the source: arxiv.org ↗In the 31 July issue →