Dependency-Based Word Embeddings

Dependency-Based Word Embeddings.
Omer Levy and Yoav Goldberg. Short paper in ACL 2014. [pdf] [slides]

While continuous word embeddings are gaining popularity, current models are based solely on linear contexts. In this work, we generalize the skip-gram model with negative sampling introduced by Mikolov et al. to include arbitrary contexts.

Code

The code used in this paper is publicly available on BitBucket and for direct download.

Word and Context Vectors

The embeddings produced from English Wikipedia are also available for download:

Demo

We also provide a demo for comparing the different types of embeddings and observing their top contexts.

.

.

.

.

.

Advertisements

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s

%d bloggers like this: