Unverified50% confidenceTradeoffExact time
Multi-step verification loops achieve the highest epistemic humility but the worst task accuracy on standard benchmarks, because most benchmarks assume there is only one correct answer.
1
Sources
50%
Confidence
Long-term
Relevance
10/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedModels lacking self-verification tend to fall into a cycle of confident errors, making it difficult to reliably complete multi-step end-to-end tasks even when initial generation accuracy is relatively high.77% similarUnverifiedThe study finds that high task accuracy does not guarantee epistemic humility, and that accuracy and humility are orthogonal.77% similarUnverifiedFor tasks like contradiction verification that require holistic judgment rather than step-by-step decomposition, a single well-crafted prompt may outperform multi-step reasoning.74% similarUnverified设计判断力这类偏主观的能力很难通过统一基准测试量化73% similarUnverifiedBenchmark scores are naturally biased toward first impressions in short conversations and cannot adequately reflect logical consistency and instruction-following precision in long-chain tasks.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/999288API
curl https://kongchang.com/api/v1/knowledge/claims/999288MCP
get_claim(id=999288)