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...
● Pretrained coref pipeline: https://github.com/explosion/spacy-ex...
● Code: https://gist.github.com/thomashacker/...
SPACY
● Website & documentation: https://spacy.io
● GitHub: https://github.com/explosion/spaCy
● Discussion forum: https://github.com/explosion/spaCy/di...
● Free online course: https://course.spacy.io
● Thinc: https://thinc.ai
● Prodigy: https://prodi.gy/
FOLLOW US
● Explosion: / explosion_ai
● We offer new services! spaCy Custom Solutions✨ https://explosion.ai/custom-solutions