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Semantic Similarity
Out of the Box Packages > UiPath Language Analysis > Semantic Similarity
The Semantic similarity model is currently in public preview.
UiPath® is committed to stability and quality of our products, but preview features are always subject to change based on feedback that we receive from our customers. Using preview features is not recommended for production deployments.
This model allows you to compare a single reference sentence with bunch of other candidate sentences and ranks these candidate sentences in order of similarity.
JSON with one string, called "reference" and one list of strings, called, "candidates". This means that multiple reference "sentences" are not accepted. "Candidates" is a list of candidate sentences.
{"reference": "I like trains because they are fast", "candidates": ["I like trains because they are quick", "I like trains because they are comfortable", "I do not like buses because they are slow", "I do not like trains because they are uncomfortable"]}
{"reference": "I like trains because they are fast", "candidates": ["I like trains because they are quick", "I like trains because they are comfortable", "I do not like buses because they are slow", "I do not like trains because they are uncomfortable"]}
JSON with reference and most similar candidates, and the associated score on that similarity (between 0-1) ordered in descending order of score
Example:
{
"response": [
{
"candidate": "I like trains because they are quick",
"score": 0.96463942527771
},
{
"candidate": "I like trains because they are comfortable",
"score": 0.81790685653686523
},
{
"candidate": "I do not like trains because they are uncomfortable",
"score": 0.53707438707351685
},
{
"candidate": "I do not like buses because they are slow",
"score": 0.48663735389709473
}
]
}
{
"response": [
{
"candidate": "I like trains because they are quick",
"score": 0.96463942527771
},
{
"candidate": "I like trains because they are comfortable",
"score": 0.81790685653686523
},
{
"candidate": "I do not like trains because they are uncomfortable",
"score": 0.53707438707351685
},
{
"candidate": "I do not like buses because they are slow",
"score": 0.48663735389709473
}
]
}