Unverified50% confidenceSolutionExact time
LLM judges need clear scoring dimensions (such as factual accuracy, completeness and safety), and should provide a few labeled examples and structured output (score and rationale) for human auditing.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedLLM evaluation needs to simultaneously consider multiple dimensions such as factual accuracy, instruction-following, harmlessness, helpfulness, and expression quality, and tensions among these dimensions are common.78% similarUnverifiedLLMs can serve as auxiliary tools to quickly screen obvious errors and pre-annotate candidate spans, but final judgment still requires human review, especially in scenarios with high precision requirements.77% similarUnverifiedFor complex Skills that require reviewing complete trajectories, LLM as a Judge can be introduced along with a rubric to determine pass or fail.77% similarUnverified在采信LLM裁判评分之前，必须用人工标注对其进行校准76% similarUnverified确定性检查器相对于LLM-as-a-Judge评估范式的优势是结果完全可审计、可独立复现，代价是任务设计难度更高76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1055666API
curl https://kongchang.com/api/v1/knowledge/claims/1055666MCP
get_claim(id=1055666)