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-3.11.88.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 575b877a0d990025ea2ac4eed091ff99875c5fa91d09ffc2272772b71ba86631 |
|
MD5 | 5080eac536c9f7ae1c117a504e1fc809 |
|
BLAKE2b-256 | e81574647142df4a2ecf4272b331335308dbb03a4502587f21353615f29e5e36 |
Close
Hashes for argument_esa_model-3.11.88-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1dbda69efdda22c603bc17b2bf8475ff9185ee7ecedca06451fd0b572843dbf5 |
|
MD5 | 85b95969e8bad3f69cf87ec92eba63a3 |
|
BLAKE2b-256 | c646f45a433d197f84bb0ee9652c50a74ee0510fbb71c601df3862115d88f0d8 |