2 papers
cs.MA2026
GVS5H: Zero-Shot Self-Orchestration with Ledger-Based Control for Improved LLM Coding Performance
Victor Gao, Vida Khosrowshahi, Ali Khosrowshahi +4
Frontier coding performance is typically attained with large, costly proprietary models. We introduce ledger-based zero-shot self-orchestration (GVS5H), a training-free method in w…
cs.CL2026
In-Place Tokenizer Expansion for Pre-trained LLMs
Jimmy T. H. Smith, Tarek Dakhran, Alberto Cabrera +7
A tokenizer fixed at the start of pre-training allocates vocabulary in proportion to the pre-training corpus, reflecting the deployment priorities at that time. When those prioriti…