Unverified50% confidenceFactExact time
The number of records required to learn and certify useful decisions may be a quadratic order of magnitude fewer than those required to calibrate the source.
1
Sources
50%
Confidence
Long-term
Relevance
10/4/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe 44% reduction in inference tokens is a self-reported figure from the author and has not been verified by third-party reproduction; the original materials do not disclose the data construction method, training algorithm, sampling scale, or benchmark test details.71% similarUnverifiedThe study found that the faithfulness score for counterfactual inputs was only 0.05 points lower than for factual inputs (on a 1–5 scale), a difference that is almost negligible.71% similarUnverified在某些测试中，文档中间段信息的检索准确率比首尾段低40%以上70% similarUnverifiedFor categorical policies, as the output distribution becomes increasingly sharp, the expected score-gradient norm approaches zero, resulting in the weakest updates for tokens that are confident but incorrect.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/971865API
curl https://kongchang.com/api/v1/knowledge/claims/971865MCP
get_claim(id=971865)