Numberbatch 19.08 Word Embeddings (filtered, compressed, as single files)
Description
Numberbatch 19.08 word embeddings obtained from https://github.com/commonsense/conceptnet-numberbatch, filtered (see below) and split into single language files.
By splitting the original 20.8 GB numberbatch file in into separate, compressed files - and thus reducing the download and in-memory-size requirements of these embeddings by several magnitudes - it becomes feasible to work with them in highly memory-constrained environments such as Binder. This is useful for teaching purposes and a prerequisite for upcoming interactive publications we are working on.
PREPROCESSING
Note that words `w` with `w.isalpha() == False` (in Python) have been excluded, since these are
seldomly useful, and this filtering step reduces the file sizes by roughly another 30%.
ZIP files have been compressed in Python using zipfile.ZIP_LZMA. To load the uncompressed files
into gensim, use `gensim.models.KeyedVectors.load_word2vec_format(path, binary=True)`.
LICENSE
This data contains semantic vectors from ConceptNet Numberbatch, by
Luminoso Technologies, Inc. You may redistribute or modify the
data under the terms of the CC-By-SA 4.0 license.
Files
numberbatch-19.08-af.zip
Files
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