Essays about: "meningsinbäddningar"

Found 4 essays containing the word meningsinbäddningar.

  1. 1. Evaluation of Sentence Representations in Semantic Text Similarity Tasks

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Nils Balzar Ekenbäck; [2021]
    Keywords : sentence representations; semantic text similarity; sentence simi-larity; word embeddings; sentence embeddings; meningsrepresentation; semantisk textlikhet; meningslikhet; or-dinbäddningar; meningsinbäddningar;

    Abstract : This thesis explores the methods of representing sentence representations for semantic text similarity using word embeddings and benchmarks them against sentence based evaluation test sets. Two methods were used to evaluate the representations: STS Benchmark and STS Benchmark converted to a binary similarity task. READ MORE

  2. 2. Classifying and Comparing Latent Space Representation of Unstructured Log Data.

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Bharat Sharma; [2021]
    Keywords : Machine learning; Natural language processing; Deep learning; Classification; Supervised learning; Transformer models; Sentence embeddings; Doc2Vec; Deep averaging networks.; Maskininlärning; naturligtspråkbehandling; djupinlärning; klassificering; övervakad inlärning; transformeringsmodeller; meningsinbäddningar; Doc2Vec; djupa linjärkombinerande nätverk.;

    Abstract : This thesis explores and compares various methods for producing vector representation of unstructured log data. Ericsson wanted to investigate machine learning methods to analyze logs produced by their systems to reduce the cost and effort required for manual log analysis. READ MORE

  3. 3. DistillaBSE: Task-agnostic  distillation of multilingual sentence  embeddings : Exploring deep self-attention distillation with switch transformers

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Boris Bubla; [2021]
    Keywords : Transformers; Knowledge Distillation; Language Agnostic BERT Sentence Embeddings; Natural Language Processing; Switch Transformers; Transformatorer; kunskapsdestillation; språkagnostisk inbäddning av BERT- mening; naturlig bearbetning av språk; switchtransformatorer;

    Abstract : The recent development of massive multilingual transformer networks has resulted in drastic improvements in model performance. These models, however, are so large they suffer from large inference latency and consume vast computing resources. Such features hinder widespread adoption of the models in industry and some academic settings. READ MORE

  4. 4. The Impact of Scaling Down a Language Model Used for Text Summarization

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Marcus Lindström; [2020]
    Keywords : ;

    Abstract : Machine learning based language models have achieved state-of-the-art results on a variety of tasks. However, their applicability in commercial uses is becoming increasingly difficult to motivate due to their ever-increasing size. READ MORE