Python lemone

Open-source Python projects categorized as lemone

Python lemone Projects

  • tsdae

    Tranformer-based Denoising AutoEncoder for Sentence Transformers Unsupervised pre-training.

  • Project mention: Tranformer-based Denoising AutoEncoder for ST Unsupervised pre-training | news.ycombinator.com | 2024-02-04

    A new PyPI package for training sentence embedding models in just 2 lines.

    The acquisition of sentence embeddings often necessitates a substantial volume of labeled data. However, in many cases and fields, labeled data is rarely accessible, and the procurement of such data is costly. In this project, we employ an unsupervised process grounded in pre-trained Transformers-based Sequential Denoising Auto-Encoder (TSDAE), introduced by the Ubiquitous Knowledge Processing Lab of Darmstadt, which can realize a performance level reaching 93.1% of in-domain supervised methodologies.

    The TSDAE schema comprises two components: an encoder and a decoder. Throughout the training process, TSDAE translates tainted sentences into uniform-sized vectors, necessitating the decoder to reconstruct the original sentences utilizing this sentence embedding. For good reconstruction quality, the semantics must be captured well in the sentence embeddings from the encoder. Subsequently, during inference, the encoder is solely utilized to form sentence embeddings.

    GitHub : https://github.com/louisbrulenaudet/tsdae

    Installation :

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Index

Project Stars
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