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Structured Generation Improves LLM Performance: GSM8K Benchmark

• remilouf 3y ago
  That whole structured generation line of work looks promising. I hope someone else takes this and runs evaluations on other benchmarks. Curious to see if the results translate!
  • Homunculiheaded 3y ago
    Agreed! While these results are very promising, there's still a lot to explore in this space. In addition to the "prompt consistency" and "thought-control" ideas mentioned in the post, I'm definitely curious how the performance is on more complex structured data (things like codegen).
• deleted 3y ago
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• curionav 3y ago
  Intuitively, regex or json grammar have a much lower "semantic dimension" than what today LLMs allow. Maybe the observed performance gains result from such lower dimensionality.
  • remilouf 3y ago
    What do you mean by "semantic dimension"?