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-0.1.7.linux-x86_64.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7f02c1b54e8182710f9e60f6a9d77eb033a9d17d3ee8d7ce58686365e38cb01b |
|
MD5 | 0accccc50103db0815c26cd67ed71c66 |
|
BLAKE2b-256 | 63f5090b69bb9fc24f58c51451286fad74553dd38095a3a6e80c5c7c00fc3f52 |
Close
Hashes for argument_esa_model-0.1.7-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7ba884bde3c3b634f926407ab2d532f6d7299c8c1c0bed68fb6b35b62b14f19c |
|
MD5 | ad8274d7041d8bc8b7ea73b7961543f7 |
|
BLAKE2b-256 | dd87502cfc51b394568590ed3dd080c748aa94a6f10c6196b5bf7d6b0a2306a1 |