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-3.11.52.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | aab793670b10932f88ac6db44107e3a83d0fc320f4db4aab50da830c57ca4d67 |
|
MD5 | 75babec808d90b1deba21e0381003dd8 |
|
BLAKE2b-256 | 29159c49e8e2a43cbfb47eec0c3a191e30a9278b05734cc3794257361d31f1b1 |
Close
Hashes for argument_esa_model-3.11.52-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7dc0b137262addddfca599a9e3b2f65dfc91d4f38aef004b0e26e4cd30dc326c |
|
MD5 | c721411e89012beda6b9b719a1d1d100 |
|
BLAKE2b-256 | 6ce7abac3d2e90ea7b651772e24de7697637ca4a86610f2018072373e327b6c7 |