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How Many Glitch Tokens Hide in Popular LLMs? Revelations from Large-Scale Testing

  • The study focuses on detecting under-trained tokens in large language models through various indicators and verification techniques.
  • The effectiveness of the indicators was highlighted, showing a high predictive nature in detecting under-trained tokens.
  • Verification statistics and example verified tokens for different model families and tokenizer vocabulary sizes were presented in Table 1.
  • Authors of the study are Sander Land and Max Bartolo from Cohere, and the paper is available on arxiv under CC BY-SA 4.0 DEED license.

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