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Tricks for LLM diversity

1 min read
  • The more context, the less slop. But too much context results in mode collapse.
  • Personas: "Write like Ernest Hemingway"
  • Rubrics as Rewards RL
  • Blending/Ensembles
  • Verbalized sampling: "Generate NN [artefacts] about [topic] and their corresponding probabilities"
  • Paraphrase and randomize your prompts, sample, repeat.
  • Don't use structured outputs.
  • Don't use code or markup in your prompt, only simple markdown.