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-0.2.65.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | bb90571ac578e0886efaa21e0cde136b39d65893943d7702b498c5e41c261b16 |
|
MD5 | b78ef3b95a2d07d295f52f51b3b8a049 |
|
BLAKE2b-256 | 47af5f6bd9be688c691de809243f3b090e7a7cbe7b5a88a870db33332d27ba0e |
Close
Hashes for argument_esa_model-0.2.65-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b2f2d209d56265851dee582c8e9db66099c3a58406e44a04a98faa670a433b41 |
|
MD5 | f943d7890c2d3cae6112c608c6d45cab |
|
BLAKE2b-256 | e45044f05a0cc3eb67c9afa54bd96e002241655bea196fd15768332e52d2b4d6 |