Essays about: "Abstractive summarization"

Showing result 1 - 5 of 18 essays containing the words Abstractive summarization.

  1. 1. Language Models as Evaluators : A Novel Framework for Automatic Evaluation of News Article Summaries

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

    Author : Celine Helgesson Hallström; [2023]
    Keywords : Natural Language Processing; Large Language Models; Automatic Text Evaluation; Text Summarization; Multilingualism; Naturlig Språkbehandling; Stora Språkmodeller; Automatisk Textutvärdering; Textsammanfattning; Flerspråkighet;

    Abstract : The advancements in abstractive summarization using Large Language Models (LLMs) have brought with it new challenges in evaluating the quality and faithfulness of generated summaries. This thesis explores a human-like automated method for evaluating news article summaries. READ MORE

  3. 2. Contextual short-term memory for LLM-based chatbot

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

    Author : Mikael Lauri Aleksi Törnwall; [2023]
    Keywords : Chatbot; Artificial Intelligence; Machine Learning; Language Model; Large Language Model; GPT-3; Natural Language Processing; Text Summarization; Dialogue Summarization; Prompt Design; Prompt Programming; Chatbot; Artificiell Intelligens; Maskininlärning; Språkmodell; Stor Språkmodell; GPT-3; Naturlig Ppråkbehandling; Textsammanfattning; Sammanfattning av Dialog; Design för Inmatningsprompt; Inmatningsprompt Programmering;

    Abstract : The evolution of Language Models (LMs) has enabled building chatbot systems that are capable of human-like dialogues without the need for fine-tuning the chatbot for a specific task. LMs are stateless, which means that a LM-based chatbot does not have a recollection of the past conversation unless it is explicitly included in the input prompt. READ MORE

  4. 3. A comparative study of automatic text summarization using human evaluation and automatic measures

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Maja Wennstig; [2023]
    Keywords : Extractive summarization; Abstractive summarization; Hybrid summarization; Automatic text summarization;

    Abstract : Automatic text summarization has emerged as a promising solution to manage the vast amount of information available on the internet, enabling a wider audience to access it. Nevertheless, further development and experimentation with different approaches are still needed. READ MORE

  5. 4. Evaluating Text Summarization Models on Resumes : Investigating the Quality of Generated Resume Summaries and their Suitability as Resume Introductions

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

    Author : Amanda Krohn; [2023]
    Keywords : Natural language processing; Abstractive text summarization; Transformer architecture; Fine-tuning; Resumes; Språkteknologi; Abstrakt textsammanfattning; Transformer-arkitektur; Finjustering; CV;

    Abstract : This thesis aims to evaluate different abstractive text summarization models and techniques for summarizing resumes. It has two main objectives: investigate the models’ performance on resume summarization and assess the suitability of the generated summaries as resume introductions. READ MORE

  6. 5. Metadata assisted finetuning with largepre-trained language models forabstractive text summarization : Multi-task finetuning with abstractive text summarization and categoryclassification

    University essay from Umeå universitet/Institutionen för datavetenskap

    Author : Max Sjöblom; [2023]
    Keywords : ;

    Abstract : Text summarization is time-consuming for humans to complete but is still required in many areas. Recent progress in machine learning research, especially in the natural language domain, has produced promising results. READ MORE