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-3.11.47.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 56487c694d8944573472ed3cd22d6f5c9be89a7f431a0a44879209a7ee3e7dce |
|
MD5 | 5c9b86d05330eeadc4c04c1276f59010 |
|
BLAKE2b-256 | 5b2afef4b8ae7010607e9962dafd40cd65c11afa46481645fa30337c05cfcfb6 |
Close
Hashes for argument_esa_model-3.11.47-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | fd37d27341a3b621ff5cfe61b03b98ed1d5003b592cada286cc60c4874bfe241 |
|
MD5 | e37d92e1f14da86b45b23fe5828306f2 |
|
BLAKE2b-256 | 21fb3745ac767edab016793350527b5b0c215ec425d2102a8d66ae1a3b4fc58f |