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-0.2.95.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 07437773c8c2bf0ab3605cfb3bc8d3c61b2ea717ea4775728b5b12eae180ec09 |
|
MD5 | ab1d6dcf57c15cb52bef3791db0ec81b |
|
BLAKE2b-256 | 2ec57e31f08321d54c2293b9e8a74d28ab5f3908f602982efc5fa4680f4481bf |
Close
Hashes for argument_esa_model-0.2.95-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | bca2c828f9f233fdfb9dfcb8f484c56c590290c51b06586bafa4e39e04ec0270 |
|
MD5 | 81874a56bfa0f848c33ec56a20d16144 |
|
BLAKE2b-256 | fe65b760bde1f2bf309a3bde8c80649fceba520fce99061c2454d0022a266782 |