A Unified Framework for Pun Generation with Humor Principles

October 24, 2022 ยท Declared Dead ยท ๐Ÿ› Conference on Empirical Methods in Natural Language Processing

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Authors Yufei Tian, Divyanshu Sheth, Nanyun Peng arXiv ID 2210.13055 Category cs.CL: Computation & Language Citations 22 Venue Conference on Empirical Methods in Natural Language Processing Last Checked 4 months ago
Abstract
We propose a unified framework to generate both homophonic and homographic puns to resolve the split-up in existing works. Specifically, we incorporate three linguistic attributes of puns to the language models: ambiguity, distinctiveness, and surprise. Our framework consists of three parts: 1) a context words/phrases selector to promote the aforementioned attributes, 2) a generation model trained on non-pun sentences to incorporate the context words/phrases into the generation output, and 3) a label predictor that learns the structure of puns which is used to steer the generation model at inference time. Evaluation results on both pun types demonstrate the efficacy of our model over strong baselines.
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