Essays about: "probabilistic word embeddings"

Found 2 essays containing the words probabilistic word embeddings.

  1. 1. Will Svenska Akademiens Ordlista Improve Swedish Word Embeddings?

    University essay from Uppsala universitet/Statistiska institutionen

    Author : Ellen Ahlberg; [2022]
    Keywords : word embedding; natural language processing; NLP;

    Abstract : Unsupervised word embedding methods are frequently used for natural language processing applications. However, the unsupervised methods overlook known lexical relations that can be of value to capture accurate semantic word relations. This thesis aims to explore if Swedish word embeddings can benefit from prior known linguistic information. READ MORE

  2. 2. Detecting Lexical Semantic Change Using Probabilistic Gaussian Word Embeddings

    University essay from Uppsala universitet/Institutionen för lingvistik och filologi

    Author : Adam Moss; [2020]
    Keywords : historical linguistics; historical semantics; lexical semantic change; diachronic semantic change; word embeddings; probabilistic word embeddings; gaussian word embeddings;

    Abstract : In this work, we test two novel methods of using word embeddings to detect lexical semantic change, attempting to overcome limitations associated with conventional approaches to this problem. Using a diachronic corpus spanning over a hundred years, we generate word embeddings for each decade with the intention of evaluating how meaning changes are represented in embeddings for the same word across time. READ MORE