# sampling
標記為「sampling」的 8 篇文章
MCP Sampling API Exploitation
Exploiting the MCP sampling API to manipulate how servers request LLM completions.
Inference: Sampling, Temperature & Generation
How LLMs generate text at inference time — greedy decoding, top-k, top-p, temperature — and how these parameters affect attack success rates.
Temperature and Sampling Effects on Jailbreaks
Experiment with temperature and top-p settings to understand their impact on jailbreak success rates.
Sampling Parameter Attacks
How manipulation of temperature, top-p, top-k, frequency penalties, and seed parameters can degrade safety alignment, enable reproducibility attacks, and bypass content filtering.
MCP Sampling API 利用ation
利用ing the MCP sampling API to manipulate how servers request LLM completions.
推論：取樣、Temperature 與生成
LLM 如何在推論期生成文字——greedy decoding、top-k、top-p、temperature——以及這些參數如何影響攻擊成功率。
Temperature and Sampling Effects on 越獄s
Experiment with temperature and top-p settings to understand their impact on jailbreak success rates.
Sampling Parameter 攻擊s
How manipulation of temperature, top-p, top-k, frequency penalties, and seed parameters can degrade safety alignment, enable reproducibility attacks, and bypass content filtering.