Rutgers University: Research Institution — Prolific Citations Library

Browse 2 peer-reviewed papers from Rutgers University spanning Artificial Intelligence, Computational Social Science (2023–2025). Research powered by Prolific's high-quality participant data.

This page lists 2 peer-reviewed papers from researchers at Rutgers University in the Prolific Citations Library, a curated collection of research powered by high-quality human data from Prolific.

Papers (2 of 2)

Evaluating LLM-contaminated Crowdsourcing Data Without Ground Truth

Authors: Y Zhang, J Pang, Z Zhu, Y Liu

Year: 2025

Published in: arXiv preprint arXiv:2506.06991, 2025 - arxiv.org

Institution: Rutgers University, University of California Santa Cruz

Research Area: Artificial Intelligence, Computational Social Science

Discipline: Computational Social Science

The paper proposes a training-free scoring mechanism using peer prediction to detect and mitigate LLM-assisted cheating in crowdsourced annotation tasks, with theoretical guarantees and empirical validation.

Methods: A peer prediction-based mechanism quantifies correlations between worker answers while conditioning on LLM-generated labels, without requiring ground truth or high-dimensional training data.

Key Findings: Detection of LLM-assisted low-effort cheating in crowdsourced annotation tasks, focusing on theoretical effectiveness and empirical robustness.

DOI: https://doi.org/10.48550/arXiv.2506.06991

Citations: 1
Inattentive responding can induce spurious associations between task behaviour and symptom measures

Authors: S Zorowitz, J Solis, Y Niv, D Bennett

Year: 2023

Published in: Nature human behaviour, 2023 - nature.com

Institution: Princeton University, Rutgers University, Monash University

Research Area: Research Methodology, Behavioral Research, Experimental Psychology (focus on data quality and spurious correlations)

Discipline: Behavioral Science

DOI: https://doi.org/10.1038/s41562-023-01640-7

Citations: 110