Unverified50% confidenceDecision RuleExact time
The quality of a threshold should be evaluated comprehensively across four dimensions—performance, practice, advancement, and fairness—rather than by a single metric alone.
1
Sources
50%
Confidence
Long-term
Relevance
10/4/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedGoodhart's Law states that when a quality metric becomes an optimization target, it is no longer a good measure of quality, as the model may learn to game the score rather than genuinely improve.75% similarUnverifiedWhen selecting a model, one should focus on sub-scores for the dimensions relevant to the specific application scenario rather than blindly pursuing the top overall ranking.73% similarUnverifiedThe effectiveness of automatic hill-climbing metric optimization is highly dependent on the quality of the chosen evaluation metric, may fall into the limitations of the metric itself, and requires researchers to intervene with judgment at critical points.73% similarUnverifiedThe primary goal of evaluation is accuracy, not performance.70% similarUnverifiedHaving a judge LLM make subjective good/bad judgments is unreliable; the evaluation should be broken down into a set of explicit yes/no questions (rubric scoring criteria) to obtain quantitative metrics.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/971858API
curl https://kongchang.com/api/v1/knowledge/claims/971858MCP
get_claim(id=971858)