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-0.2.164.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | d813cf687bb4f0de4bbfaca53ce4198a7f737da0bbe826df498ebf5bc9dcfb5a |
|
MD5 | 65c03862b35d3cabaf465ce4d1adb2d3 |
|
BLAKE2b-256 | c20de9f57a21b98154eb245c8deca27115c3f0525cc0a985f37fdc7adb6701d3 |
Close
Hashes for argument_esa_model-0.2.164-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6d582843057bf136ea65b5c897cbd76738604cdf2ea928cd57eda4c71df6b1d0 |
|
MD5 | 8b5c1c46e2c2e0567be687f72129212c |
|
BLAKE2b-256 | 6f50e1a9203c5f442a5baebc45231575bc1528f7237adb7cc535cb4f8fd4307b |