From 68721af6283dc3b72b95377212ad95349c673ff5 Mon Sep 17 00:00:00 2001 From: Ines Montani Date: Thu, 24 Jun 2021 20:32:23 +1000 Subject: [PATCH] Formatting and preliminary intro [ci skip] --- website/docs/usage/v3-1.md | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/website/docs/usage/v3-1.md b/website/docs/usage/v3-1.md index c6bfb0490..4b8868df7 100644 --- a/website/docs/usage/v3-1.md +++ b/website/docs/usage/v3-1.md @@ -8,7 +8,16 @@ menu: ## New Features {#features hidden="true"} - +It's been great to see the adoption of the new spaCy v3, which introduced +[transformer-based](/usage/embeddings-transformers) pipelines, a new +[config and training system](/usage/training) for reproducible experiments, a +new [projects system](/usage/projects) for end-to-end workflows, and many +[other features](/usage/v3). Version 3.1 adds a bunch of new features on top of +it, including the ability to use predicted annotations during training, a new +`SpanCategorizer` component for predicting arbitrary and potentially overlapping +spans, support for partial incorrect annotations in the entity recognizer, new +trained pipelines for Catalan and Danish, as well as many other bug fixes and +improvements. ### Using predicted annotations during training {#predicted-annotations-training} @@ -115,10 +124,10 @@ See the [models directory](/models) for an overview of all available trained pipelines and the [training guide](/usage/training) for details on how to train your own. -Thanks to Carlos Rodríguez Penagos and the -[Barcelona Supercomputing Center](https://temu.bsc.es/) for their contributions -for Catalan and to Kenneth Enevoldsen for Danish. For additional Danish -pipelines, check out [DaCy](https://github.com/KennethEnevoldsen/DaCy). +> Thanks to Carlos Rodríguez Penagos and the +> [Barcelona Supercomputing Center](https://temu.bsc.es/) for their +> contributions for Catalan and to Kenneth Enevoldsen for Danish. For additional +> Danish pipelines, check out [DaCy](https://github.com/KennethEnevoldsen/DaCy). | Package | Language | UPOS | Parser LAS |  NER F | | ------------------------------------------------- | -------- | ---: | ---------: | -----: |