Unverified50% confidenceOpinionExact time
在推理阶段追加FLOPs能带来显著的能力提升
1
Sources
50%
Confidence
Long-term
Relevance
8/27/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedReasoning capability significantly increases the number of output tokens and response latency, but can greatly improve accuracy in mathematical proofs, code debugging, and multi-step logical reasoning.73% similarUnverified推理时扩展在推理阶段增加计算量(如beam search、Best-of-N采样、蒙特卡洛树搜索),模型性能可随计算量增加持续提升并存在幂律关系71% similarUnverifiedExcellent prompt engineering can improve the output quality of the same model several-fold, and in certain tasks can make small models match the performance of large models.68% similarUnverifiedTest-time compute scaling improves performance on complex reasoning tasks by investing more computation during the inference stage through methods such as extending the chain of thought, multi-path sampling with best-of-n selection, and self-verification reflection.68% similarUnverifiedAs the number of parameters grows, model capabilities exhibit astonishing 'emergent' properties68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/807748API
curl https://kongchang.com/api/v1/knowledge/claims/807748MCP
get_claim(id=807748)