Coreference Resolution in spaCy

In everyday conversation, we use pronouns or other expressions to refer to entities in many different ways, but we effortlessly understand these references. In NLP this is a challenging problem known as Coreference Resolution. In this video, we'll show how to train spaCy's new component for Coreference Resolution and how to apply the pipeline to resolve references in a text. If you're interested in how the coref component works internally, we have a great blog post by Ákos kos and Paul! Feel free to also check out the spaCy project and pretrained coref pipeline. - [00:00] Opener - [01:07] Introduction - [02:47] Coref pipeline - [03:22] spaCy project - [05:56] Training - [08:13] Resolve references in code - [11:28] Outro THIS TUTORIAL ● Coref blogpost: https://explosion.ai/blog/coref ● SpaCy project: https://github.com/explosion/projects/tree/v3/experimental/coref ● Pretrained coref pipeline: https://github.com/explosion/spacy-experimental/releases/tag/v0.6.0 ● Code: https://gist.github.com/thomashacker/b5dd6042c092e0a22c2b9243a64a2466 SPACY ● Website & documentation: https://spacy.io ● GitHub: https://github.com/explosion/spaCy ● Discussion forum: https://github.com/explosion/spaCy/discussions ● Free online course: https://course.spacy.io ● Thinc: https://thinc.ai ● Prodigy: https://prodi.gy/ FOLLOW US ● Explosion: https://twitter.com/explosion_ai ● We offer new services! spaCy Custom Solutions✨ https://explosion.ai/custom-solutions