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More surported model type about jsonformer HOT 4 CLOSED

1rgs avatar 1rgs commented on July 17, 2024
More surported model type

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1rgs avatar 1rgs commented on July 17, 2024 1

@zhaochenyang20 just published 0.10.0, can you retry with that version? It's not much progress with the model you're using though, but it does not error anymore.

With your example I get {"name": ":"}

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1rgs avatar 1rgs commented on July 17, 2024

image

Unfortunately I think "t5-small" is a bit too small, the model isn't very good at following JSON conventions. it would work in theory, but as above, it seems to want to generate things like {"name": " "}, since we chop/stop at the first generated "

I did revamp the string generation logic to include a start quote in the prompt, removing the requirement that the model generates the start quote. This should make it less brittle, but in order to get sensible outputs, I think going larger on the model is your best bet @zhaochenyang20

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zhaochenyang20 avatar zhaochenyang20 commented on July 17, 2024

Thanks!

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zhaochenyang20 avatar zhaochenyang20 commented on July 17, 2024

I will see if this works out. And here is a related paper for you:

https://arxiv.org/abs/2304.14293

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