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1. Enhancing Recommender Systems with Controlled Vocabularies

   - Challenges in measuring similarity between unstructured text data like movie descriptions.
   - Simple NLP methods may not yield meaningful results; thus, a controlled vocabulary is proposed.
   - Using an LLM, a genre list is generated for movie titles, which helps improve the similarity model.
   A function is created to find the most similar movies to a given title based on cosine similarity scores.
   Network visualization highlights clusters of genres linked via movies, showcasing potential improvements in recommender systems.

   2024-02-10 Tags: nlp, vocabulary, llm, network, visualization, gephi by klotz
2. Creating Semantic Representations of Out of Vocabulary Words for Common NLP Tasks

   2019-03-15 Tags: nlp, embedding, vocabulary by klotz
3. Hallo multilingual BERT, cómo funcionas? – omni:us – Medium

   2019-02-11 Tags: bert, vocabulary, german, nlp by klotz
4. SKOS Simple Knowledge Organization System Reference

   In SKOS SKOS » the mapping properties that we take into account in the mapping table are expressed as: skos:exactMatch, skos:narrowMatch, skos:broadMatch and skos:relatedMatch.

   2012-12-11 Tags: semantic web, skos, vocabulary by klotz

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