Unverified60% confidenceFactExact time
Checking consistency through random sampling yields an inflated consistency rate because most samples are simple, masking the regions that are truly problematic.
2
Sources
60%
Confidence
Long-term
Relevance
8/22/2026
First Seen
Sources
Related Claims
UnverifiedThe paper finds that whether using a full sampler or an early-stopped sampler, error bounds of the same order can be achieved (consistent up to logarithmic factors).77% similarUnverifiedContinuous benchmark monitoring faces three difficult-to-eliminate interference factors: sampling randomness, test set contamination and ossification, and attribution difficulty.77% similarUnverified绝对偏差通常可通过标定来补偿，而重复性差意味着误差随机不可预测，很难通过校准解决77% similarUnverifiedIt is not yet clear whether the "random behavior" is an occasional bug or an inherent limitation of the model, and more independent testing is needed to verify it.77% similarUnverifiedReviewing at top conferences is stochastic, and the same paper may receive vastly different evaluations in the hands of different reviewers.76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/784274API
curl https://kongchang.com/api/v1/knowledge/claims/784274MCP
get_claim(id=784274)