An ESA implementation in python.
Project description
Get the required resources
scp -r webis@webislab40.medien.uni-weimar.de:/home/weci2587/projects/args-topic-modeling/resources .
To run the ESA-script with all terms run:
For normal ESA:
./esa-all-terms.py --similarity cos
--matrix-path <path_to_resources>/resources/esa-plain/<debatepedia|strategic-intelligence|wikipedia>.mat
--model-path <path_to_resources>/resources/esa-w2v/GoogleNews-vectors-negative300.bin
--model-vocab <path_to_resources>/resources/esa-w2v/w2v-vocab.p
--input-path <path_to_input_file>
--output-path <path_to_output_file>
For word2vec-ESA:
./esa-all-terms.py --similarity max
--matrix-path <path_to_resources>/resources/esa-w2v/<debatepedia|strategic-intelligence|wikipedia>.mat
--model-path <path_to_resources>/resources/esa-w2v/GoogleNews-vectors-negative300.bin
--model-vocab <path_to_resources>/resources/esa-w2v/w2v-vocab.p
--input-path <path_to_input_file>
--output-path <path_to_output_file>
To run the word2vec-ESA with reduced terms run:
./esa-top-n-terms.py -n <number_of_terms>
--corpus-path <path_to_resources>/resources/corpora/<debatepedia|strategic-intelligence|wikipedia>.csv
--model-path <path_to_resources>/resources/esa-w2v/GoogleNews-vectors-negative300.bin
--model-vocab <path_to_resources>/resources/esa-w2v/w2v-vocab.p
--input-path <path_to_input_file>
--output-path <path_to_output_file>
The input document must be a csv file with "|" as the separator and must contain the column "document", which is used as the input text for the ESA.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Close
Hashes for argument_esa_model-0.2.96.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | f9b339f5e5c5606b189e6cbf69f0f8c05a2e0d6fe3fd7b1612b9a22f1900f251 |
|
MD5 | ff9988c492e32f24abe9ae1f3cb696c2 |
|
BLAKE2b-256 | 02c68e59f9c9dbb769f77655ac4bfd412d3bb4b63db2fefe05fb200ea297103b |
Close
Hashes for argument_esa_model-0.2.96-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d17f964881186a6bcd7b234bcce5898f85e548105993f5f7ab21f75671ccea3a |
|
MD5 | 67178900a8cc7b4ebd2f55e9e1c1854c |
|
BLAKE2b-256 | fe45751a72d3aa0cb6f9444f6968ffdce2648a6889aaa5fa933e627dfbe0b78e |