Essays about: "BERTSum"

Found 2 essays containing the word BERTSum.

1. 1. FINE-TUNE A LANGUAGE MODEL FOR TEXT SUMMARIZATION (BERTSUM) ON EDGAR-CORPUS

   University essay from Uppsala universitet/Statistiska institutionen

   Author : Yijie Niu; [2022]
   Keywords : Machine Learning; Natural Language Processing; Text Summarization; Transformers; Neural Networks;

   Abstract : Financial reports include a lot of useful information for investors, but extracting this information is time-consuming. We think text summarization is a feasible method. In this thesis, we implement BERTSUM, a state-of-the-art language model for text summarization, and evaluate the results by ROUGE metrics. READ MORE

3. 2. Extractive Text Summarization of Norwegian News Articles Using BERT

   University essay from Linköpings universitet/Medie- och Informationsteknik; Linköpings universitet/Tekniska fakulteten

   Author : Thomas Indrias Biniam; Adam Morén; [2021]
   Keywords : extractive text summarization; NLP; deep learning; BERT; BERTSum; Multilingual BERT; Norwegian BERT; transformer; Norwegian; news articles;

   Abstract : Extractive text summarization has over the years been an important research area in Natural Language Processing. Numerous methods have been proposed for extracting information from text documents. Recent works have shown great success for English summarization tasks by fine-tuning the language model BERT using large summarization datasets. READ MORE