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-0.2.116.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | e99033b763c9f1502252f38d1b94f66b54b572dc7e26ae1ca502e67c548d79c4 |
|
MD5 | 6f05e8d9e6a74d8a0c468973982992f5 |
|
BLAKE2b-256 | 25d4d883dab5eff74fd30178591e0c9d143cbd3518485de34e940e35b2254471 |
Close
Hashes for argument_esa_model-0.2.116-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ad8398dc2320f3295a9cad49660606e3d72468d74b7c923eb1171b8cba83a34e |
|
MD5 | db228d468c213239e2ae70860c102096 |
|
BLAKE2b-256 | d121a90937f8a5865db85c6a66718600fe667f1bb130396cac4c53d2d92c9771 |