Unverified50% confidenceFactExact time
研究者用涌现能力描述模型某些复杂任务处理能力在越过临界点后突然涌现的现象
1
Sources
50%
Confidence
Long-term
Relevance
7/20/2026
First Seen
Sources
Related Claims
UnverifiedIn multi-step automation scenarios, single-step errors caused by model hallucinations are amplified exponentially along the task chain.71% similarUnverifiedThe most critical characteristic of the agent loop is that the number of iterations is unknown in advance, and the action sequence emerges step by step based on task state during execution.69% similarUnverified当前大模型在单向任务执行上表现出色，但在需要多轮策略互动、动态博弈、意图揣摩的场景中仍有提升空间65% similarUnverifiedModels of different costs can be mixed and matched according to the importance of tasks, achieving a balance between effectiveness and investment.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/572646API
curl https://kongchang.com/api/v1/knowledge/claims/572646MCP
get_claim(id=572646)