How LLMs Invent New Things: Search and Verification

LLMs can invent genuinely new things because hard problems are novel combinations of known building blocks, and asymmetric verification lets models search widely at test time and filter with verifiers, rather than relying on answers in training data.

2026-08-31 ~ 2026-08-31 · 4 related posts

• Why LLMs Can Invent: Compositional Reasoning and Asymmetric Verification — bindureddy · 2026-08-31

3 near-duplicate retellings: bindureddy · bindureddy · bindureddy