A reporting checklist for large language models in behavioural science

LMU Munich, Munich, Germany

Stefan Feuerriegel, Kerstin Forster, Dominique Geissler, Abdurahman Maarouf, Sebastian Maier & Barbara Plank

Munich Center for Machine Learning, Munich, Germany

Stefan Feuerriegel, Kerstin Forster, Dominique Geissler, Abdurahman Maarouf & Sebastian Maier

New York University, New York, NY, USA

Christopher Barrie, Jay J. Van Bavel, Simone Zhang & Steve Rathje

Department of Psychology, Princeton University, Princeton, NJ, USA

M. J. Crockett, Dan-Mircea Mirea & Thomas L. Griffiths

University Center for Human Values, Princeton University, Princeton, NJ, USA

M. J. Crockett

Department of Psychology and Neural Science, New York University, New York, NY, USA

Laura K. Globig

Princeton University, Princeton, NJ, USA

Killian L. McLoughlin & Arthur Spirling

Stanford NLP Group, Stanford University, Stanford, CA, USA

Diyi Yang

Stanford Institute for Human-Centered Artificial Intelligence (HAI), Stanford University, Stanford, CA, USA

Diyi Yang

Allen School of Computer Science & Engineering, University of Washington, Seattle, WA, USA

Tim Althoff

University of Colorado Boulder, Boulder, CO, USA

Maria Antoniak & Alexandra A. Siegel

Purdue University, West Lafayette, IN, USA

Lisa P. Argyle

Department of Psychology, Harvard University, Cambridge, MA, USA

Ashwini Ashokkumar

Department of Psychological and Brain Sciences, University of Massachusetts Amherst, Amherst, MA, USA

Mohammad Atari

Carnegie Mellon Institute for Strategy and Technology, Carnegie Mellon University, Pittsburgh, PA, USA

Hannah Bailey

Goethe University Frankfurt, Frankfurt, Germany

Kevin Bauer

University of Cambridge, Cambridge, UK

Umang Bhatt, Tiancheng Hu & Yara Kyrychenko

City University of Hong Kong, Hong Kong, China

Yidong Chai

Indian Institute of Technology Delhi, New Delhi, India

Tanmoy Chakraborty

Indian Institute of Technology Delhi, Abu Dhabi, UAE

Tanmoy Chakraborty

Department of Public and International Affairs, City University of Hong Kong, Hong Kong, China

Yanto Chandra

School of Journalism and Communication, Tsinghua University, Beijing, China

Huimin Chen

Department of Computer Science and AI Interdisciplinary Institute at Maryland, University of Maryland-College Park, College Park, MD, USA

Hal Daumé III

CENTAI, Turin, Italy

Gianmarco De Francisci Morales

University of Southern California, Los Angeles, CA, USA

Morteza Dehghani & Angel Hsing-Chi Hwang

Complexity Science Hub; The Ohio State University, Columbus, OH, USA

Danica Dillion

Department of Psychology, Stanford University, Stanford, CA, USA

Johannes C. Eichstaedt

Decision Sciences, INSEAD, Paris, France

Johannes C. Eichstaedt

The Ohio State University, Columbus, OH, USA

Kurt Gray & Huan Sun

Department of Computer Science, Princeton University, Princeton, NJ, USA

Thomas L. Griffiths

TUM School of Management, Technical University of Munich, Munich, Germany

Hartmann Jochen

Department of Economics, University of Exeter, Exeter, UK

Oliver P. Hauser

Institute for Data Science and Artificial Intelligence, University of Exeter, Exeter, UK

Oliver P. Hauser

Societies, Inc, New York, NY, USA

James K. He

National Law School of India University, Bengaluru, India

Rahul Hemrajani

Department of Economics, University of Innsbruck, Innsbruck, Austria

Felix Holzmeister

School of Psychology, Georgia Institute of Technology, Atlanta, GA, USA

Anna A. Ivanova

Research Center Trustworthy Data Science and Security, University Duisburg-Essen, Duisburg, Germany

Nils Köbis

Harvard University, Cambridge, MA, USA

Himabindu Lakkaraju

Hong Kong University of Science and Technology, Hong Kong, China

Jia Liu

WHU – Otto Beisheim School of Management, Vallendar, Germany

Lennart Meincke

Mack Institute for Innovation Management, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA

Lennart Meincke

University of Michigan, Ann Arbor, MI, USA

Rada Mihalcea

Oxford Internet Institute, University of Oxford, Oxford, UK

Brent Mittelstadt

Weizenbaum Institute, Berlin, Germany

Brent Mittelstadt

National Research Council, Ottawa, Ontario, Canada

Saif M. Mohammad

Cornell Tech, New York, NY, USA

Mor Naaman & Angelina Wang

Columbia University, New York, NY, USA

Oded Netzer

KAIST, Daejeon, South Korea

Alice Oh

The University of Texas at Austin, Austin, TX, USA

Desmond C. Ong

Politecnico di Milano, Milan, Italy

Francesco Pierri

Max Planck Institute for Human Development, Center for Humans & Machines, Berlin, Germany

Iyad Rahwan

New York University Abu Dhabi, Abu Dhabi, United Arab Emirates

Talal Rahwan

International Institute of Information Technology Bangalore, Bengaluru, India

Pooja S. B. Rao

Colby College, Waterville, ME, USA

Claire E. Robertson

Microsoft Research, New York, NY, USA

David M. Rothschild & Jennifer Wortman Vaughan

Department of Sociology, Princeton University, Princeton, NJ, USA

Matthew J. Salganik

Institute for Human-Centered AI, Helmholtz Computational Health Center, Munich, Germany

Eric Schulz

University of Washington, Seattle, WA, USA

Chirag Shah

University of Lausanne, Lausanne, Switzerland

Yash Raj Shrestha

University of Amsterdam, Amsterdam, Netherlands

Ekaterina Shutova

Department of Psychology, Ben-Gurion University of the Negev, Beersheba, Israel

Almog Simchon

Technical University of Munich, Munich, Germany

Malte Toetzke

Max Planck Institute for Innovation and Competition, Munich, Germany

Malte Toetzke

Norwegian School of Economics, Bergen, Norway

Jay J. Van Bavel

Institute for Data, Systems, and Society (IDSS), MIT, Cambridge, MA, USA

Michelle Vaccaro

Health Ethics and Policy Lab, ETH Zurich, Zurich, Switzerland

Effy Vayena

Universidade Federal de Minas Gerais, Belo Horizonte, Brazil

Pedro O. S. Vaz-de-Melo

Data & Society Research Institute, New York, NY, USA

Briana Vecchione

EPFL, Lausanne, Switzerland

Robert West

Stanford University, Stanford, CA, USA

Robb Willer

Center for Adaptive Rationality, Max Planck Institute for Human Development, Berlin, Germany

Dirk U. Wulff

Faculty of Psychology, University of Basel, Basel, Switzerland

Dirk U. Wulff

Nanyang Technological University, Singapore, Singapore

Renwen Zhang

Department of Computer Science, Princeton University, Princeton, NJ, USA

Manoel Horta Ribeiro

The core team members (C.B., M.J.C., S.F., L.K.G., K.L.M., D.-M.M., M.H.R., S.R., A. Spirling and D.Y.) prepared the first version of the checklist items and reviewed the feedback from the Delphi study. S.F. conducted the survey study, analysed the data and drafted the initial version of the manuscript, with feedback from the core team members. All authors participated as experts in the Delphi survey and reviewed and edited the manuscript.