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Sorry in advance for a rant against the proliferation of LLM benchmarks: I wrote a book on using LLMs in applications 14 months ago, I am sort of a fan, within
by mark_l_watson 3y ago
Sorry in advance for a rant against the proliferation of LLM benchmarks:
I wrote a book on using LLMs in applications 14 months ago, I am sort of a fan, within reason. I don’t like all the mind-space taken up on comparisons between LLMs on standard test suites because I personally think most instruction tuned models are specifically tuned for the standard tests.
I like to see which models people are choosing to use for their projects, and of course, tools like Ollama make it easy to try many models and get a least a subjective feel for what they can do.
For model comparison I have my own standard little tests that are my own and private, and I can be sure models are not tuned specifically for.
I do the same for commercial LLM APIs and products surfacing models. For example, I have a few short tests I run in Bard to test integration with Google Workspace data, something I am interested in, and it is interesting to track at least subjectively the slow improvement.