Unverified50% confidenceFactExact time
A paper published in Nature pointed out that current evaluation methods imperceptibly reward confident answers while penalizing honest uncertainty.
1
Sources
50%
Confidence
Long-term
Relevance
9/21/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe confidence threshold mechanism is closely related to the academic concept of Calibration; a good model not only needs to answer correctly, but also needs to know when it might answer incorrectly.73% similarUnverifiedThe quality and bias issues of independent sources themselves are transmitted into the final conclusions, and fact-checking tools are not omnipotent72% similarUnverifiedWhen faced with skepticism, frankly acknowledging a product's drawbacks actually increases credibility and is more persuasive than stubbornly denying them.70% similarUnverified人类评估者往往对流畅、自信、符合直觉的回答给予更高评分,这是奉承偏差(Sycophancy)的形成根源70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/939570API
curl https://kongchang.com/api/v1/knowledge/claims/939570MCP
get_claim(id=939570)