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-3.11.71.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 217df9ccbe4aa3d2afa9a6d6fbc30c96c13c353e4f3d09fe10e2b94bb48338f1 |
|
MD5 | de4cf8c28b7b3818778d4976fd67e9ed |
|
BLAKE2b-256 | a3c633076e2be408954b15e14b6a3478ff72328f7d80340d94999afc0b558f2e |
Close
Hashes for argument_esa_model-3.11.71-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 12ea6decc5a6750070fe18d271486445033b05ad947d0f2b052389e74e56d16a |
|
MD5 | 8669f4f70a454d3f67f91620c0196d4d |
|
BLAKE2b-256 | bee7f0a37ffdbe31351e9b48fcd283e30ce750a16e97b138e6a3a99d422e1b82 |