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Dnnc with no finetuning #1630

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merged 61 commits into from Jun 30, 2023
Merged

Dnnc with no finetuning #1630

merged 61 commits into from Jun 30, 2023

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LogicZMaksimka
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@LogicZMaksimka LogicZMaksimka commented Mar 7, 2023

Few-Shot Text Classification Model

  • Added few-shot text classification model based on DNNC architecture that does not require any training. It takes an example that needs to be classified, a dataset based on which classification is performed and predicts the label of the example.

  • At the moment, main config supports only predictions. Training and evaluation have to be conducted in separate configuration files.

  • Model supports out-of-scope detection by using a confidence threshold

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deeppavlov/models/preprocessors/dnnc_preprocessor.py Outdated Show resolved Hide resolved
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deeppavlov/models/preprocessors/dnnc_preprocessor.py Outdated Show resolved Hide resolved
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@IgnatovFedor IgnatovFedor left a comment

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Add description like in 1.0.0 release notes

deeppavlov/configs/classifiers/dnnc_infer.json Outdated Show resolved Hide resolved
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@IgnatovFedor IgnatovFedor merged commit 65eb612 into dev Jun 30, 2023
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@IgnatovFedor IgnatovFedor deleted the feat/dnnc_no_finetuning branch June 30, 2023 07:08
@IgnatovFedor IgnatovFedor mentioned this pull request Aug 15, 2023
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4 participants