Structured outputs evaluation blog with dottxt - release early next week #2021
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clefourrier
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clefourrier
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clefourrier
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NathanHB
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Apr 25, 2024
NathanHB
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Apr 25, 2024
NathanHB
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Apr 29, 2024
NathanHB
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Apr 29, 2024
clefourrier
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Apr 30, 2024
clefourrier
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Apr 30, 2024
NathanHB
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gante
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Apr 30, 2024
evaluation-structured-outputs.md
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| We can see in the regex that we allow the model to reason for anywhere from 200 to 700 character, then it must declare that “The answer is” and then replies with up to 10 digit number (that cannot start with 0). | ||
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| It’s worth mentioning that the regex controlling the structure is similar, but not identical to, the regex used to parse out the answer. We’ve learned there’s an interesting bit of nuance in defining the structure since, like the prompt, it can impact performance. For example notice that `{200,700}` in the regex. This means that the model has 200 to 700 characters to “reason” before answering. Changing these values can impact performance and leads to something we refer to as “thought control”, an area we’re hoping to write more about soon. |
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Question here: can't the model still generate "the answer is" in those 200-700 CoT characters?
clefourrier
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Apr 30, 2024
Co-authored-by: Joao Gante <[email protected]>
Co-authored-by: Joao Gante <[email protected]>
pcuenca
reviewed
Apr 30, 2024
Co-authored-by: Pedro Cuenca <[email protected]>
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@pcuenca we don't know yet - this blog is a bunch of preliminary experiments, and it would seem for now that this technique works well across models, but it needs to be confirmed :) |
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Thank you all for your comments and useful feedback :) |
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Still need to port all images but ready for a light review