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ResearchFormerly WizWand

Bernoulli Sampling on Bernoulli Distributions

4.49STVDVerbalized Rejection Sampling
3.460410.410217.3624.3098Jun 11, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Verbalized Rejection SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P102025.064.49
Verbalized Rejection SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P012025.065.12
Verbalized Rejection SamplingModel=DeepSeekV3, Prompt Phrasing=P102025.065.29
Verbalized Rejection SamplingModel=DeepSeekV3, Prompt Phrasing=P12025.065.34
Verbalized Rejection SamplingModel=Llama-3.1 70B, Prompt Phrasing=P102025.065.36
Verbalized Rejection SamplingModel=Qwen-2.5 72B, Prompt Phrasing=mean2025.065.47
Verbalized Rejection SamplingModel=Llama-3.1 70B, Prompt Phrasing=P012025.065.6
Verbalized Rejection SamplingModel=Llama-3.1 70B, Prompt Phrasing=P12025.065.73
Verbalized Rejection SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P12025.065.93
Verbalized Rejection SamplingModel=Llama-3.1 70B, Prompt Phrasing=mean2025.066.08
Verbalized Rejection SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P02025.066.35
Verbalized Rejection SamplingModel=DeepSeekV3, Prompt Phrasing=mean2025.066.66
Verbalized Rejection SamplingModel=DeepSeekV3, Prompt Phrasing=P012025.066.94
Verbalized Rejection SamplingModel=Llama-3.1 70B, Prompt Phrasing=P02025.067.64
Verbalized Rejection SamplingModel=GPT-4.1-nano, Prompt Phrasing=P012025.068.46
Verbalized Rejection SamplingModel=DeepSeekV3, Prompt Phrasing=P02025.069.06
Verbalized Rejection SamplingModel=GPT-4.1-nano, Prompt Phrasing=P102025.069.5
Verbalized Rejection SamplingModel=GPT-4.1-nano, Prompt Phrasing=mean2025.0611
Direct SamplingModel=Llama-3.1 70B, Prompt Phrasing=P102025.0612.5
Verbalized Rejection SamplingModel=GPT-4.1-nano, Prompt Phrasing=P12025.0612.96
Verbalized Rejection SamplingModel=GPT-4.1-nano, Prompt Phrasing=P02025.0613.06
Direct SamplingModel=Llama-3.1 70B, Prompt Phrasing=P012025.0616.59
Direct SamplingModel=GPT-4.1-nano, Prompt Phrasing=P102025.0616.63
Direct SamplingModel=DeepSeekV3, Prompt Phrasing=P12025.0617.76
Direct SamplingModel=GPT-4.1-nano, Prompt Phrasing=P12025.0617.87
Direct SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P02025.0618.72
Direct SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P102025.0619
Direct SamplingModel=GPT-4.1-nano, Prompt Phrasing=P012025.0619.24
Direct SamplingModel=DeepSeekV3, Prompt Phrasing=P02025.0619.39
Direct SamplingModel=Llama-3.1 70B, Prompt Phrasing=mean2025.0619.81
Direct SamplingModel=Qwen-2.5 72B, Prompt Phrasing=mean2025.0620.27
Direct SamplingModel=DeepSeekV3, Prompt Phrasing=mean2025.0620.3
Direct SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P12025.0620.73
Direct SamplingModel=DeepSeekV3, Prompt Phrasing=P102025.0620.78
Direct SamplingModel=GPT-4.1-nano, Prompt Phrasing=mean2025.0621
Direct SamplingModel=Qwen-2.5 72B, Prompt Phrasing=P012025.0622.64
Direct SamplingModel=DeepSeekV3, Prompt Phrasing=P012025.0623.26
Direct SamplingModel=Llama-3.1 70B, Prompt Phrasing=P02025.0624.79
Direct SamplingModel=Llama-3.1 70B, Prompt Phrasing=P12025.0625.36
Direct SamplingModel=GPT-4.1-nano, Prompt Phrasing=P02025.0630.23