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

arXiv cs.CL / 4/22/2026

📰 NewsIdeas & Deep AnalysisModels & Research

Key Points

  • The study investigates whether adding first- and second-person pronouns (direct address) to news headlines improves how well readers remember them, using cognitive psychology–inspired experimental designs.
  • Across three controlled memorization experiments with 240 participants (7,680 memory judgments), pronoun insertion shows mixed effects on memorability rather than a consistent improvement.
  • Exploratory results suggest the impact depends on factors such as headline topic, the exact method/context of pronoun insertion, and how they are integrated into surrounding text.
  • The researchers also test large language models for targeted pronoun insertion and find that automatic revisions are not always suitable, with crowdsourced feedback reporting issues in content accuracy, emotion retention, and unnatural writing.
  • The team releases the collected dataset to support future research and more fine-grained analysis of the mediating conditions behind pronoun insertion effects.

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.

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