The paper proposes a new text generation method called Creative Beam Search (CBS) that aims to better capture certain key aspects of the human creative process.
The method consists of two main steps:
Response Generation:
Response Validation:
The authors conducted a qualitative experiment involving 31 graduate students, who were asked to compare the outputs of CBS against a standard sampling technique. The results show that on average, users found the CBS outputs to be more creative. Additionally, the self-evaluation step was found to improve the final output choice compared to just relying on the DBS scores.
The paper discusses the limitations of the proposed approach, such as the simplifications made to the human creative process and the inherent biases in the underlying techniques (DBS and LLM-as-a-Judge). However, the authors believe that their work contributes to the growing field of generative learning for computational creativity.
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arxiv.org
ข้อมูลเชิงลึกที่สำคัญจาก
by Giorgio Fran... ที่ arxiv.org 05-02-2024
https://arxiv.org/pdf/2405.00099.pdfสอบถามเพิ่มเติม