Unverified50% confidenceBenchmarkExact time
Rolling adaptive rules continuously refit thresholds from historical batches with previously revealed answers, achieving the best average Brier score among all deterministic systems in tests spanning 16 subsequent LLM versions.
1
Sources
50%
Confidence
Long-term
Relevance
9/25/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedTraditional codebook development follows an iterative reliability testing process, repeatedly revising based on inter-rater agreement metrics (such as Cohen's Kappa or Krippendorff's Alpha) until agreement reaches an acceptable threshold (typically Kappa ≥ 0.7).69% similarUnverified写好新规则后应用一批全新样本重新做双人测试验证规则稳定后再扩大数据规模68% similarUnverifiedNumerical consistency testing can be systematized into a regression test suite that computes the maximum absolute error and KL divergence of per-token log probabilities from both sides after each engine version upgrade, with a tolerance threshold (e.g., KL < 1e-4) that blocks training when exceeded.68% similarUnverifiedcriterion samples the same piece of code multiple times, computing the mean, standard deviation, and confidence interval to distinguish genuine performance changes from system jitter.67% similarUnverifiedAll twelve pairs of comparisons exceeded the pre-specified threshold margin, and the complete pre-registered behavioral criterion was passed.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/948974API
curl https://kongchang.com/api/v1/knowledge/claims/948974MCP
get_claim(id=948974)