Structured Generation Improves LLM Performance: GSM8K Benchmark
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Re: Structured Generation Improves LLM Performance: GSM8K Benchmark
#2That 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!
Re: Structured Generation Improves LLM Performance: GSM8K Benchmark
#3[deleted]
Re: Structured Generation Improves LLM Performance: GSM8K Benchmark
#4Intuitively, 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.
Re: Structured Generation Improves LLM Performance: GSM8K Benchmark
#5Intuitively, 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.
What do you mean by "semantic dimension"?
Re: Structured Generation Improves LLM Performance: GSM8K Benchmark
#6That 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!
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).