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

11 pointsby Homunculiheadedvor 2 Jahren4 comments

blog.dottxt.co

Structured Generation Improves LLM Performance: GSM8K Benchmark

https://blog.dottxt.co/performance-gsm8k.html

5 comments

curionavvor 2 Jahren

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.

remiloufvor 2 Jahren

What do you mean by "semantic dimension"?

remiloufvor 2 Jahren

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!

Homunculiheadedvor 2 Jahren

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]vor 2 Jahren