WizardLMTeam/WizardMath-7B-V1.1
WizardMath-7B-V1.1 is a 7 billion parameter language model developed by WizardLMTeam, fine-tuned from Mistral-7B, specifically optimized for mathematical reasoning tasks. It achieves 83.2 pass@1 on GSM8k and 33.0 pass@1 on MATH benchmarks, outperforming many larger and comparable models. This model is designed to excel in complex arithmetic and mathematical problem-solving.
Hugging Face Popular Sampler Settings
Most commonly used values from Featherless users
temperature
This setting influences the sampling randomness. Lower values make the model more deterministic; higher values introduce randomness. Zero is greedy sampling.
β
top_p
This setting controls the cumulative probability of considered top tokens. Must be in (0, 1]. Set to 1 to consider all tokens.
top_k
This limits the number of top tokens to consider. Set to -1 to consider all tokens.
β
frequency_penalty
This setting penalizes new tokens based on their frequency in the generated text. Values > 0 encourage new tokens; < 0 encourages repetition.
β
presence_penalty
This setting penalizes new tokens based on their presence in the generated text so far. Values > 0 encourage new tokens; < 0 encourages repetition.
β
repetition_penalty
This setting penalizes new tokens based on their appearance in the prompt and generated text. Values > 1 encourage new tokens; < 1 encourages repetition.
min_p
This setting representing the minimum probability for a token to be considered relative to the most likely token. Must be in [0, 1]. Set to 0 to disable.