Unverified50% confidenceDecision RuleExact time
The third checkpoint verifies the deterministic scoring function: feeding the same cassette to the scorer twice must produce identical output hashes.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe validation mechanism is recommended to be structured in three layers: deterministic constraints, automated review loops, and separation of generation and evaluation.73% similarUnverified在测试领域确定性意味着相同输入必须产生相同输出，同一测试在相同应用状态下运行必须得出一致结论73% similarUnverifiedDeterministic verification refers to a checking method that always gives the same judgment result for the same input, not relying on probability, model weights, or context, and therefore can be audited, reproduced, and formally reasoned about.72% similarUnverifiedThe evaluation adopts progressively stricter nested matching criteria, encompassing three dimensions: concept hit, evidence snippet localization, and correctness judgment.71% similarUnverifiedThe correct practice is to complete all hyperparameter selection on an independent validation set, run the final evaluation on the test set only once, and report the results regardless of outcome.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1059238API
curl https://kongchang.com/api/v1/knowledge/claims/1059238MCP
get_claim(id=1059238)