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-0.2.163.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | f710e44a0e9d4928781a38ee19a09a2932ae19641399d04c1f09c5412ffa8805 |
|
MD5 | d7732eb9648bc37ddea0c01fac714758 |
|
BLAKE2b-256 | c1a317f611c055875437cb2ce7b8a1a2a94f3547b480296b4c6c30781fdb899f |
Close
Hashes for argument_esa_model-0.2.163-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 51d70a542c8ed033e267986eb11e462e34e3baea0c2c9558cf3376de9d2eff34 |
|
MD5 | bf2ef7ceec724b5373a569eb10eacb1c |
|
BLAKE2b-256 | 01f1da1f26372822f525dfe4e7311e54fbd06e562ac7c47b3f40b8b29596c570 |