Match word semantic similarity
Project description
Paraphrasel
Introduction
Find similar word pairs based on semantics. Makes use of sentence transformers.
Installation
Install via pip:
pip install paraphrasel
How to use with Python
Using this as a Python package you can use the following commands:
Single:
>>> from paraphrasel.match import compare
>>> compare("study", "해요 to do", "all", 2)
0.21
Multiple:
>>> from paraphrasel.match import compare_multiple
>>> compare("study", "해요 to do", "all", 2)
{
"\ud574\uc694 to do": 0.21,
"\uc9d1 house": 0.23,
"\ub298\ub2e4 to play": 0.28
}
Above Cutoff:
>>> from paraphrasel.match import get_above_cutoff
>>> compare("study", "해요 to do", "all", 2, 0.22)
{
"\uc9d1 house": 0.23,
"\ub298\ub2e4 to play": 0.28
}
Best Match:
>>> from paraphrasel.match import get_best_match
>>> compare("study", "해요 to do", "all", 2, 0.22)
{
"\ub298\ub2e4 to play": 0.28
}
How to use with CMD/CLI
Using this as a CMD/CLI you can use the following commands:
Single:
$ paraphrasel single study "해요 to do" --language all --decimals 2
0.21
Multiple:
$ paraphrasel multiple study "해요 to do" "집 house" "늘다 to play" --language all --decimals 2
{
"\ud574\uc694 to do": 0.21,
"\uc9d1 house": 0.23,
"\ub298\ub2e4 to play": 0.28
}
Above Cutoff:
$ paraphrasel above-cutoff study "해요 to do" "집 house" "늘다 to play" --language all --decimals 2 --cutoff 0.22
{
"\uc9d1 house": 0.23,
"\ub298\ub2e4 to play": 0.28
}
Best Match:
$ paraphrasel best-match study "해요 to do" "집 house" "늘다 to play" --language all --decimals 2 --cutoff 0.2
{
"\ub298\ub2e4 to play": 0.28
}
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