Unverified50% confidenceFactExact time
The paper finds it impossible to simultaneously achieve precise triggering and sufficient trigger density, and the random control group achieved the same balance at 2.4× the trigger rate, indicating that the failure is at the mechanism level.
1
Sources
50%
Confidence
Long-term
Relevance
10/2/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedA fixed maximum round limit is insufficient as a circuit-breaker mechanism, because the fourth identical failure provides no more information than the third.69% similarUnverifiedResearch reveals that LLMs do not reliably weight and update based on evidence reliability like an ideal Bayesian agent, but instead exhibit behavioral patterns close to distributional skew, with their influence being less correlated with the true reliability of evidence than the Bayesian framework would predict.64% similarUnverifiedSetting the deduplication granularity too strictly causes valuable nuanced differences to be mistakenly flagged as duplicates, while setting it too loosely fails to genuinely resolve redundancy — this is a product trade-off.64% similarUnverified从量化权重再量化会导致严重的精度退化，即双重量化问题63% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/966725API
curl https://kongchang.com/api/v1/knowledge/claims/966725MCP
get_claim(id=966725)