Unverified50% confidenceFactExact time
Repetition degeneration is usually related to sampling parameter settings, including temperature being too low and improper top-p or repetition penalty settings.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
DeepSeek-V4.1 Meets AI Galgame: A Hands-On Test of Free Web-Based Romance
bilibili雷霆大思考10/18/2026
Related Entities
Related Claims
UnverifiedThe sampling mentioned in decoding randomness includes temperature scaling, top-k and top-p, aimed at avoiding stiff, repetitive output, at the cost that low-probability tokens are occasionally selected and errors can be plausibly continued.77% similarUnverifiedHigh temperature combined with a missing repetition penalty can easily cause the model to fall into repetitive loops or generate meaningless content.75% similarVerifiedTemperature controls the flatness of the sampling distribution; a higher value tends toward selecting lower-probability words, while Top-p dynamically narrows the candidate vocabulary set through a cumulative probability threshold.73% similarUnverifiedRetry strategies should set a maximum number of retries and a total timeout budget, and handle retries idempotently to avoid duplicate side effects when non-idempotent requests are retried.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1059769API
curl https://kongchang.com/api/v1/knowledge/claims/1059769MCP
get_claim(id=1059769)