Unverified50% confidenceFactExact time
MAPLE's beyond-sampling level detects whether KEE techniques can bring answers missed by sampling under a fixed sampling budget back within reach, thereby distinguishing between two entirely different root causes of failure: missing knowledge and sampling luck.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn benchmark testing, execution failures and model decisions should be counted separately to avoid misinterpreting a single quota overrun as a deficiency in model capability.75% similarVerified若用含测试集的全量数据计算均值和标准差,会导致预处理泄漏,使评估指标虚高,无法真实反映模型泛化能力75% similarVerifiedClassical-school tests avoid brittleness by verifying only the final state, but at the cost of making it harder to pinpoint the root cause when a test fails, because multiple real components participate in the test simultaneously.74% similarVerifiedIf a low-cost model has insufficient reasoning capability, it leads to more retry rounds, and the hidden costs of accumulated failed retries may exceed those of a high-cost, high-efficiency solution (the paradox of "cheap models actually being more expensive").74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1038561API
curl https://kongchang.com/api/v1/knowledge/claims/1038561MCP
get_claim(id=1038561)