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-3.11.110.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2347e8e492f4061662394f4516166177af0acb0e9030bf445b9075d2e4a25c9c |
|
MD5 | 7470cc5ec0eedc808cbd8b18c4d9fcbe |
|
BLAKE2b-256 | 1fe51c4bc6c00057b4fc40c12bff61f69a02d34c6dc7bdb54bff4b44928f8b29 |
Close
Hashes for argument_esa_model-3.11.110-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2b4e79d961cc902e202258332a108478985e1ff70d37d68120bd0bb1aab24511 |
|
MD5 | aea6b56394ed1ca0e2c2a52ad7ef852d |
|
BLAKE2b-256 | 03f0501ce802cc54260355dfa70832fd66bdd4167ba305fb722a6f95b41b40b7 |