Structured Generation Improves LLM Performance: GSM8K Benchmark

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

11 4 2 years ago

blog.dottxt.co

remilouf2• 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).

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.

remilouf2• 2 years ago

What do you mean by "semantic dimension"?

Structured Generation Improves LLM Performance: GSM8K Benchmark

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