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20242026
most citedPrompt Stability Scoring for Text Annotation with Large Language Models

5 citations · 5 across the 4 of their papers we have counts for

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cs.CL20265 cited

Prompt Stability Scoring for Text Annotation with Large Language Models

Christopher Barrie, Elli Palaiologou, Petter Törnberg

Researchers are increasingly using language models (LMs) for text annotation. These approaches rely only on a prompt telling the model to return a given output according to a set o…

cs.CL2026

Large Language Models Reproduce Racial Stereotypes When Used for Text Annotation

Petter Törnberg, Petter Törnberg

Large language models (LLMs) are increasingly used for automated text annotation in tasks ranging from academic research to content moderation and hiring. Across 19 LLMs and two ex…

cs.CL2025

Computational Turing Test Reveals Systematic Differences Between Human and AI Language

Nicolò Pagan, Petter Törnberg, Christopher A. Bail +2

Large language models (LLMs) are increasingly used in the social sciences to simulate human behavior, based on the assumption that they can generate realistic, human-like text. Yet…

cs.CL2025

Measuring Negative Campaigning across Languages with Large Language Models: A Study of 18 Million Tweets in 19 Countries

Victor Hartman, Petter Törnberg

Negative campaigning is a defining feature of electoral competition, yet comparative research on its drivers has remained limited by the high cost and limited scalability of existi…

cs.CL2025

Emergent LLM behaviors are observationally equivalent to data leakage

Christopher Barrie, Petter Törnberg

Ashery et al. recently argue that large language models (LLMs), when paired to play a classic "naming game," spontaneously develop linguistic conventions reminiscent of human socia…

cs.CL2025

Elite Political Discourse has Become More Toxic in Western Countries

Petter Törnberg, Juliana Chueri

Toxic and uncivil politics is widely seen as a growing threat to democratic values and governance, yet our understanding of the drivers and evolution of political incivility remain…