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Evaluating creative language generation: The case of rap lyric ghostwriting

Peter Potash

Computer science - computation and language

Abstract

Language generation tasks that seek to mimic human ability to use language creatively are difficult to evaluate, since one must consider creativity, style, and other non-trivial aspects of the generated text. The goal of this paper is to develop evaluation methods for one such task, ghostwriting of rap lyrics, and to provide an explicit, quantifiable foundation for the goals and future directions of this task. Ghostwriting must produce text that is similar in style to the emulated artist, yet di

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Paper ID: d3fa963f-245b-4dd4-9463-7363c3648593Added: 10/26/2025