Technologies for relating terms and ontology concepts

A system, comprising:

• a processing unit programmed to:
• read an entity extracted from an unstructured text;
• perform an ontology-specific screen on the entity such that an ontology candidate identifier is generated;
• vectorize the unstructured text such that a first output is generated, wherein the first output includes a plurality of tokens and a plurality of first relative weights, wherein the first relative weights correspond to the tokens, wherein the unstructured text contains the tokens;
• perform an entity mention vectorization on the entity such that a second output is generated, wherein the second output includes a plurality of alphanumeric data and a plurality of second relative weights, wherein the second relative weights correspond to the alphanumeric data;
• select the ontology candidate identifier based on the tokens, the first relative weights, the alphanumeric data, and the second relative weights;
• generate a confidence score for the ontology candidate identifier;
• and
• write the ontology candidate identifier into an output such that the ontology candidate identifier is associated with the entity in the output.

A non-transitory storage medium storing a set of instructions executable by a processing unit to perform a method comprising:

• reading, via a processing unit, an entity extracted from an unstructured text;
• performing, via the processing unit, an ontology-specific screen on the entity such that an ontology candidate identifier is generated;
• vectorizing, via the processing unit, the unstructured text such that a first output is generated, wherein the first output includes a plurality of tokens and a plurality of first relative weights, wherein the first relative weights correspond to the tokens, wherein the unstructured text contains the tokens;
• performing, via the processing unit, an entity mention vectorization on the entity such that a second output is generated, wherein the second output includes a plurality of alphanumeric data and a plurality of second relative weights, wherein the second relative weights correspond to the alphanumeric data;
• selecting, via the processing unit, the ontology candidate identifier based on the tokens, the first relative weights, the alphanumeric data, and the second relative weights;
• generating, via the processing unit, a confidence score for the ontology candidate identifier;
• and
• writing, via the processing unit, the ontology candidate identifier into an output such that the ontology candidate identifier is associated with the entity in the output.