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Arxiv Doc - Few-shot text classification - Image recognition - Keras - One-Shot Learning - Ruslan Salakhutdinov - Sentence-BERT - Siamese networks - Similarity learning -

Few-shot learning AND Siamese networks

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[2203.14655] Few-Shot Learning with Siamese Networks and Label Tuning

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> the problem of building text classifiers with little or no training data.
>
> In recent years, an approach based on neural textual entailment models has been found to give strong results on a diverse range of tasks.

(cf. #[NLI](tag:nli), using the input text as the premise and the text representing the label as the hypothesis)

> In this work, we show that **with proper pre-training, Siamese Networks that embed texts and labels** offer a competitive alternative.
>
> We introduce **label tuning: fine-tuning the label embeddings only**. While giving lower performance than model fine-tuning (which updates all params of the model), this approach has the architectural advantage that a single encoder can be shared by many different tasks (we only fine-tune the label embeddings)
> The drop in quality can
be compensated by using a variant of **[Knowledge distillation](tag:knowledge_distillation)**

[Github](https://tinyurl.com/label-tuning), [Tweet](doc:2022/03/thomas_muller_sur_twitter_pa)

2022-03-30 About

One Shot learning, Siamese networks and Triplet Loss with Keras

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2019-10-13 About

Siamese Neural Networks for One-shot Image Recognition (2015)

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2019-08-06 About

One Shot Learning with Siamese Networks using Keras

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2019-06-28 About