Unverified50% confidenceSolutionExact time
Robustness testing should be incorporated into the model evaluation process; testing only standard prompts is insufficient, and perturbation variants should be actively introduced to examine model stability.
1
Sources
50%
Confidence
Long-term
Relevance
9/30/2026
First Seen
Sources
Related Entities
Related Claims
Unverified纯Agent系统测试面临非确定性输出挑战，只能依赖LLM评判器或人工评估78% similarUnverifiedA more pragmatic approach for critical tasks is to establish small-scale benchmarks and regularly test model stability using fixed questions.78% similarUnverified通过回归测试主要验证功能正确性和输出一致性，不覆盖并发竞态条件、极端负载行为或长时间运行稳定性78% similarUnverifiedThis test only covered the replication dimension—i.e., given a clear target, whether the model can accurately reproduce it—and has not yet tested the directing (camera imagination) capability.77% similarUnverified理想的评估流程应将仿真评估作为初筛工具排除明显不合格的策略，再通过真实世界物理测试完成最终验证77% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/961158API
curl https://kongchang.com/api/v1/knowledge/claims/961158MCP
get_claim(id=961158)