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support decoder only ia3 for ranked classification #70

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merged 1 commit into from
Jul 28, 2022
Merged

support decoder only ia3 for ranked classification #70

merged 1 commit into from
Jul 28, 2022

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IanMagnusson
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Adds support for inference with IA3 adaptors loaded from a file on decoder only ranked classification models.

reproduction

Successfully reproduces benchmark metric from @cherry979988's research code. Evaluating on the non_class_to_class setting of MetaICL using a raw gpt2-large with specific IA3 weights tuned for each of 20 tasks and 5 seeds on each task:

  • @cherry979988's code gets 51.4425 average macro F1
  • our code gets 51.5594482421875 average macro F1

epwalsh
epwalsh approved these changes Jul 28, 2022
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I didn't look too deeply at this, but considering the results were reproduced I'm happy :)

@IanMagnusson IanMagnusson merged commit 98d3aad into main Jul 28, 2022
@IanMagnusson IanMagnusson deleted the add-ia3 branch August 23, 2022 00:30
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@epwalsh epwalsh epwalsh approved these changes

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@IanMagnusson @epwalsh