Beyond Market Intelligence/Best-of-N generation

Best-of-N generation

Best-of-N generation at Beyond Market Intelligence is a file of one story. The newest of them: “Reward-aware search replaces blind sampling in best-of-N generation”. Repetitive sampling in best-of-N generation is basically a blind search, even though most tasks using it are built around reward maximization. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Best-of-N generation story on Beyond Market Intelligence, newest first.

Machine Learning

Reward-aware search replaces blind sampling in best-of-N generation

Repetitive sampling in best-of-N generation is basically a blind search, even though most tasks using it are built around reward maximization. That irony isn't lost on us. With FLEET, we make generation reward-aware by attributing external rewards to specific tokens and using a modified MCTS to adjust logits. Testing on GSM8K and LiveCodeBench showed it matched baselines in half the iterations, or less. It's a smarter, more efficient path forward.