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-0.2.138.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 23902f4acd10723afd4a22e4a3921e814f52d50d7af46ccd7639cb6dd6ac7ea9 |
|
MD5 | cac84654e99ed8d2e013e1ea1a6f8059 |
|
BLAKE2b-256 | bd1c1a6ee50f4e85d8c40217950b1bf16e744701268426a61e449178a813f449 |
Close
Hashes for argument_esa_model-0.2.138-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 28d123300a67dd475e10f21dfe94d436f0dee45a50151ffcc159948393b3c35d |
|
MD5 | 45423e712a9bd58a1e15c8f26ab1a000 |
|
BLAKE2b-256 | a421a257f48dde71d39f9b386e80f056b137b94d7c83ce1497c74e635dbe7fdb |