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Exploring Euphemism Detection in Few-Shot and Zero-Shot Settings
October 24, 2022 ยท Entered Twilight ยท ๐ FLP
Repo contents: README.md, evaluate.py, few, requirements.txt, train.py, trainer.py, utils.py, zero
Authors
Sedrick Scott Keh
arXiv ID
2210.12926
Category
cs.CL: Computation & Language
Citations
9
Venue
FLP
Repository
https://github.com/sedrickkeh/zero-shot-euphemism-detection
โญ 1
Last Checked
6 months ago
Abstract
This work builds upon the Euphemism Detection Shared Task proposed in the EMNLP 2022 FigLang Workshop, and extends it to few-shot and zero-shot settings. We demonstrate a few-shot and zero-shot formulation using the dataset from the shared task, and we conduct experiments in these settings using RoBERTa and GPT-3. Our results show that language models are able to classify euphemistic terms relatively well even on new terms unseen during training, indicating that it is able to capture higher-level concepts related to euphemisms.
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