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-3.11.75.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 576f663c80617442b2a9deb84b30ea1de0c6276baf85b138de7642747d5ca00b |
|
MD5 | a80e16cb666fe8bb5ae89da99340ca6d |
|
BLAKE2b-256 | 8dac2cc8f12cd7077ee6e8ee59f31775066c680062683a68d827ef8e1f4cbf95 |
Close
Hashes for argument_esa_model-3.11.75-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e2ceefc1bded32bd5047f77b8c40269a1b81aac262f99b79bdc2621342a2abeb |
|
MD5 | eee294ad90a73a833ec76c03ec91a522 |
|
BLAKE2b-256 | 2eca6fe6c2762407f544c239fb9126de64298460433222756a2abe5392beaac3 |