Headlines You Won't Forget: Can Pronoun Insertion Increase Memorability?
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Abstract (arXiv)
For news headlines to influence beliefs and drive action, relevant information needs to be retained and retrievable from memory. In this probing study we draw on experiment designs from cognitive psychology to examine how a specific linguistic feature, namely direct address through first- and second-person pronouns, affects memorability and to what extent it is feasible to use large language models for the targeted insertion of such a feature into existing text without changing its core meaning. Across three controlled memorization experiments with a total of 240 participants, yielding 7,680 unique memory judgments, we show that pronoun insertion has mixed effects on memorability. Exploratory analyses indicate that effects differ based on headline topic, how pronouns are inserted and their immediate contexts. Additional data and fine-grained analysis is needed to draw definitive conclusions on these mediating factors. We further show that automatic revisions by LLMs are not always appropriate: Crowdsourced evaluations find many of them to be lacking in content accuracy and emotion retention or resulting in unnatural writing style. We make our collected data available for future work.
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References · 10
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- 2023CoEdIT: Text Editing by Task-Specific Instruction Tuningcited by 68
- 2023A Ship of Theseus: Curious Cases of Paraphrasing in LLM-Generated Textscited by 23
- 2022LMentry: A Language Model Benchmark of Elementary Language Taskscited by 22
- 2024Are Large Language Models Actually Good at Text Style Transfer?cited by 13
- 2023HonestBait: Forward References for Attractive but Faithful Headline Generationcited by 3
- 2023Which linguistic cues make people fall for fake news? A comparison of cognitive and affective processingcited by 3
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