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-3.11.102.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7465707375d275e50674e4c64f86b8a0ca80ef8658a7ddb5572ee58a04367eb8 |
|
MD5 | 276873ba1ff7be7148c69166af81173f |
|
BLAKE2b-256 | 10dc695a2f3777670368a477f13f054b00499e9f1b5aee335639ed02413b804c |
Close
Hashes for argument_esa_model-3.11.102-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1acf26b478bfee2615d786b47b20893f960bc6eeffb545e718ad4b606d45ed1f |
|
MD5 | 41b136c80927b43e1b9f04ab62214167 |
|
BLAKE2b-256 | 59b6b8e0a5a0c3391dbcbe33c191ca438b13ce7cbdfc3c4c5caf8fffd1c81586 |