Structured Generation Improves LLM Performance: GSM8K Benchmark

Structured Generation Improves LLM Performance: GSM8K Benchmark(blog.dottxt.co)

11 points by Homunculiheaded 2 years ago | 4 comments

curionav 2 years 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 2 years ago | |

What do you mean by "semantic dimension"?

remilouf 2 years 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 2 years 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).