Unverified50% confidenceFactExact time
It is generally believed that quality loss is small when the average KLD is below 0.1, while degradation may be noticeable above 0.5.
1
Sources
50%
Confidence
Long-term
Relevance
11/2/2026
First Seen
Sources
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Related Claims
UnverifiedAblation experiments show that when the KL retention coefficient drops from 0.1 to 0.01, the correction rate falls from 53.3% to 35.0%, indicating that KL anchoring also contributes to supporting correction effectiveness.77% similarUnverifiedThe KLD of models uncensored via traditional full fine-tuning typically falls in the range of 0.1 to 0.5 or even higher, while LoRA-based methods generally fall between 0.05 and 0.15.72% similarUnverifiedThe coefficient α of the load balancing loss is usually taken to be around 0.01, but the specific value is highly dependent on model scale and data distribution.70% similarUnverifiedIn reality, most products have a K-Factor between 0.1 and 0.5, and products that truly achieve K>1 are extremely rare.68% similarUnverifiedRevenue being "flat" means year-over-year growth is close to zero, typically defined as a change within a single-digit percentage in either direction.68% similar
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