This is the Linux app named Sentence Transformers whose latest release can be downloaded as v2.1.0-NewLossFunctions.zip. It can be run online in the free hosting provider OnWorks for workstations.
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SCREENSHOTS:
Sentence Transformers
DESCRIPTION:
SentenceTransformers is a Python framework for state-of-the-art sentence, text and image embeddings. The initial work is described in our paper Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks. You can use this framework to compute sentence / text embeddings for more than 100 languages. These embeddings can then be compared e.g. with cosine-similarity to find sentences with a similar meaning. This can be useful for semantic textual similar, semantic search, or paraphrase mining. The framework is based on PyTorch and Transformers and offers a large collection of pre-trained models tuned for various tasks. Further, it is easy to fine-tune your own models. Our models are evaluated extensively and achieve state-of-the-art performance on various tasks. Further, the code is tuned to provide the highest possible speed.
Features
- Pretrained models
- Pretrained cross-encoders
- We provide a large list of Pretrained Models for more than 100 languages
- Some models are general purpose models, while others produce embeddings for specific use cases
- This framework allows you to fine-tune your own sentence embedding methods
- You have various options to choose from in order to get perfect sentence embeddings for your specific task
Programming Language
Python
This is an application that can also be fetched from https://sourceforge.net/projects/sentence-transformers.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.