[KongchangAI]
ConceptIndependent Sampling / 非自适应采样 / Non-adaptive Sampling

Independent Sampling

A reasoning method in which candidate generation does not depend on intermediate feedback or pruning; multiple candidates are generated independently and then aggregated.

Timeline (last 90 days)

Nov 3

The study compared three methods—independent sampling, a nominally configured tree search, and multi-operator search—on two model families while controlling the inference budget.

Unverified50%
Nov 3

Independent sampling with extended prompts reproduces the same candidate discovery results as the nominal tree search without building a tree.

Unverified50%

All Facts (2)

Source Articles