Essays about: "Hengyu Luo"

Found 1 essay containing the words Hengyu Luo.

  1. 1. Prompt-learning and Zero-shot Text Classification with Domain-specific Textual Data

    University essay from Uppsala universitet/Institutionen för lingvistik och filologi

    Author : Hengyu Luo; [2023]
    Keywords : prompt-learning; zero-shot; few-shot; text classification; domain-specific; retail sector domain; customer-agent interaction; transformer; large language models; ChatGPT; natural language processing; machine learning; deep learning;

    Abstract : The rapid growth of textual data in the digital age presents unique challenges in domain-specific text classification, particularly the scarcity of labeled data for many applications, due to expensive cost of manual labeling work. In this thesis, we explore the applicability of prompt-learning method, which is well-known for being suitable in few-shot scenarios and much less data-consuming, as an emerging alternative to traditional fine-tuning methods, for domain-specific text classification in the context of customer-agent interactions in the retail sector. READ MORE