Jul 29, 2020 · A feedback-based adaptive top-k text decoding algorithm called mirostat that generates text (of any length) with a predetermined value of perplexity.
Jan 12, 2021 · The mirostat algorithm adjusts the value of k run-time in the top-k algorithm during the testing stage to control the perplexity of the ...
We introduce mirostat,1 a neural text decoding algorithm that actively controls the generative process to maintain the perplexity of generated text at a certain ...
We provide a new text decoding algorithm that directly controls generated text statistics and hence generates more human-like texts using large language models.
A feedback-based adaptive top-k text decoding algorithm called mirostat is designed that generates text (of any length) with a predetermined target value of ...
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Jan 17, 2022 · "Mirostat: A Neural Text Decoding Algorithm that Directly Controls Perplexity", Basu et al 2020 (a better GPT sampler than nucleus sampling ...
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A feedback-based adaptive top-k text decoding algorithm called mirostat is designed that generates text (of any length) with a predetermined value of ...
Neural text decoding algorithms strongly influence the quality of texts generated using language models, but popular algorithms like top-k, top-p (nucleus), ...
Mirostat: A Neural Text Decoding Algorithm that Directly Controls Perplexity. Govardana Sachitanandam Ramachandran. Salesforce Research. Lav R. Varshney.
A feedback-based adaptive top-k text decoding algorithm called mirostat that generates text (of any length) with a predetermined value of perplexity.