cs.CLApr 21, 2026

Headlines You Won't Forget: Can Pronoun Insertion Increase Memorability?

Authors: Selina MeyerMagdalena AbelMichael Roth

Organizations: Natural Language Understanding Lab, University of Technology Nuremberg · 1Natural Language Understanding Lab · Cognitive Psychology Lab, University of Technology Nuremberg · 2Cognitive Psychology Lab · University of Technology Nuremberg

Abstract

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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