The ChatGPT Artificial Intelligence Chatbot: How Well Does It Answer Accounting Assessment Questions?

David A. Wood; Muskan P. Achhpilia; Mollie T. Adams; Sanaz Aghazadeh; Kazeem Akinyele; Mfon Akpan; Kristian D. Allee; Abigail M. Allen; Elizabeth D. Almer; Daniel Ames; Viktor Arity; Dereck Barr-Pulliam; K. Asli Basoglu; Andrew Belnap; Jeremiah W. Bentley; Terje Berg; Nathan R. Berglund; Erica Berry; Avishek Bhandari; Md Nazmul Hasan Bhuyan; Paul W. Black; Eva Blondeel; David Bond; Annika Bonrath; A. Faye Borthick; Erik S. Boyle; Marianne Bradford; Duane M. Brandon; Joseph F. Brazel; Bryan G. Brockbank; Marcus Burger; Dmitri Byzalov; James N. Cannon; Cecil Caro; Abraham H. Carr; Jack Cathey; Ryan Cating; Kimberly Charron; Stacy Chavez; Jason Chen; Jennifer C. Chen; Jennifer W. Chen; Christine Cheng; Xu Cheng; Brant E. Christensen; Kimberly Swanson Church; N. J. Cicone; Patience Constance; Lauren A. Cooper; Candice L. Correia; Joshua Coyne; W. Alec Cram; Asher Curtis; Ronald J. Daigle; Steve Dannemiller; Stephan A. Davenport; Gregory S. Dawson; Karen J. L. De Meyst; Scott Dell; Sebahattin Demirkan; Christine A. Denison; Hrishikesh Desai; Steven Desimone; Leah M. Diehl; Ruth Dimes; Bei Dong; Amy Donnelly; Adam du Pon; Huijue Kelly Duan; Ada Duffey; Ryan T. Dunn; Mary P. Durkin; Ann C. Dzuranin; Rachel M. Eberle; Matthew S. Ege; Dina El Mahdy; Adam Esplin; Marc Eulerich; Patricia Everaert; Nusrat Farah; Lauren Farish; Michael Favere-Marchesi; Dutch Fayard; Jessica R. Filosa; Melinda Ford; Diana R. Franz; Bachman P. Fulmer; Sarah Fulmer; Zhan Z. Furner; Sonia Gantman; Steve Garner; Jace Garrett; Xin Geng; Joanna Golden; William Goldman; Josue Gomez; Mark Gooley; Karen Y. Green; Cindy L. Greenman; Gaurav Gupta; Ronald N. Guymon; Kevin Hale; Christopher J. Harper; S. Allen Hartt; Holly Hawk; Steven R. Hawkins; Erin M. Hawkins; David C. Hay; Rafael Heinzelmann; Cassy D. Henderson; Bradley E. Hendricks; William G. Heninger; Mary S. Hill; Nicole Holden; D. Kip Holderness; Travis P. Holt; Jeffrey L. Hoopes; Sheng-Feng Hsieh; Feiqi Huang; Hua-Wei Huang; Ting-Chiao Huang; Brian W. Huels; Kara Hunter; Patrick J. Hurley; Kerry Inger; Sharif Islam; Isaac Ison; Hussein Issa; Andrew B. Jackson; Scott C. Jackson; Diane J. Janvrin; Peggy D. Jimenez; Daniel Johanson; J. Scott Judd; Brett S. Kawada; Andrea Seaton Kelton; Sara Kern; Jon N. Kerr; Marsha B. Keune; Mindy (Hyo Jung) Kim; Brian D. Knox; Gregory Kogan; Amr Kotb; Ronja Krane; Joleen Kremin; Kimberly S. Krieg; Jonathan Kugel; Ellen M. Kulset; Chamara Kuruppu; Garrison Laduca; Barbara A. Lamberton; Melvin A. Lamboy-Ruiz; Bradley Lang; Stephannie A. Larocque; Melissa P. Larson; Bradley P. Lawson; James G. Lawson; Lorraine Lee; Margarita M. Lenk; Michelle Li-Kuehne; Jonathan Liljegren; Yi-Hung Lin; Wu-Po Liu; Zishang Liu; Brandon Lock; James H. Long; Tina Loraas; Suzanne Lowensohn; Thomas R. Loy; Hakim Lyngstadaas; Wim Maas; Jason E. Macgregor; Dag oivind Madsen; Carissa L. Malone; Maximilian Margolin; Mary E. Marshall; Rachel M. Martin; Colleen McClain Mpofu; Chris Mccoy; Nicholas C. Mcguigan; Dwayne N. Mcswain; Michele D. Meckfessel; Mark J. Mellon; Olivia S. Melton; Julie M. Mercado; Steven Mitsuda; Kennedy Modugu; Stephen Moehrle; Amirali Moeini Chaghervand; Kevin Mof; Joon Seok Moon; Brigitte Muehlmann; Johnna Murray; Emmanuel S. Mwaungulu; Noah Myers; J. Conrad Naegle; Martin J. Ndicu; Aaron S. Nelson; Anh L. Nguyen; Thomas Niederko; Ehsan Nikbakht; Ann D. O'Brien; Kehinde M. Ogunade; Daniel O'Leary; Mitchell J. Oler; Derek K. Oler; Kari Joseph Olsen; John I. Otalor; Kyle W. Outlaw; Michael. E. Ozlanski; Jenny Parlier; Jeffrey S. Paterson; Christopher A. Pearson; Michael J. Petersen; Steven T. Petra; Matthew D. Pickard; Jeffrey Pickerd; Robert Pinsker; Catherine Plante; James M. Plec; Richard A. Price Iii; Linda A. Quick; Jana Raedy; Robyn Raschke; Julie Ravenscraft; Vernon Richardson; Brett A. Rixom; John F. Robertson; Iyad Rock; Miles A. Romney; Andrea Rozario; Michael F. Ruff; Kathleen Rupley; Ali Saeedi; Aaron Saiewitz; Leigh W. Salzsieder; Sayan Sarkar; Michael Saulls; Tialei A. Scanlan; Tammie J. Schaefer; Daniel Schaupp; Gary P. Schneider; Andreas Seebeck; R. Drew Sellers; Samantha C. Seto; Romi-Lee Sevel; Yuxin Shan; Matthew G. Sherwood; Maggie Singorahardjo; Hanna Kristin Skaftadottir; Justyna Skomra; Jason L. Smith; Dallin O. Smith; James Smith; Mason C. Snow; Ryan D. Sommerfeldt; Kate B. Sorensen; Trevor L. Sorensen; Andrew C. Spieler; Matthew A. Stallings; Lesya Stallings; Alan Stancill; Jonathan D. Stanley; Chad M. Stefaniak; Nathaniel M. Stephens; Bryan W. Stewart; Theophanis C. Stratopoulos; Daniel A. Street; Meena Subedi; Scott L. Summers; Charlotte H. Sundkvist; Christina Synn; Amanuel Tadesse; Gregory P. Tapis; Kerri Tassin; Samantha Taylor; Mary Teal; Ryan Teeter; Meredith Tharapos; Jochen C. Theis; Jack Thomas; Kristen S. Thompson; Todd A. Thornock; Wendy Tietz; Anthony M. Travalent; Brad S. Trinkle; J. Mike Truelson; Michael C. Turner; Brandon Vagner; Hamid Vakilzadeh; Jesse van der Geest; Victor van Pelt; Scott D. Vandervelde; Jose Vega; Sandra Vera-Mun; Brigham Villanueva; Nishani Edirisinghe Vincent; Martin Wagener; Stephanie Walton; Rick C. Warne; Olena V. Watanabe; David Watson; Marcia Weidenmier Watson; Jill Weber; Thomas Weirich; Ashley N. West; Amanda L. Wilford; Aaron B. Wilson; Brian Winrow; Timothy Winrow; Tasia S. Winrow; Denise Wiseman; Annie L. Witte; Bryan D. Wood; Jessica Wood; Darryl Woolley; Nicole S. Wright; Juan Wu; Xiaomei (Grazia) Xiong; Dimitri Yatsenko; Courtney E. Yazzie; Glen M. Young; Chanyuan (Abigail) Zhang; Aleksandra B. Zimmerman; Shawn Paul Granitto; Emily Zoet

doi:10.2308/ISSUES-2023-013

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The ChatGPT Artificial Intelligence Chatbot: How Well Does It Answer Accounting Assessment Questions?

Journal article

Open access

Peer reviewed

The ChatGPT Artificial Intelligence Chatbot: How Well Does It Answer Accounting Assessment Questions?

David A. Wood, Muskan P. Achhpilia, Mollie T. Adams, Sanaz Aghazadeh, Kazeem Akinyele, Mfon Akpan, Kristian D. Allee, Abigail M. Allen, Elizabeth D. Almer, Daniel Ames, …

Issues in accounting education, Vol.38(4), pp.81-108

11-01-2023

DOI: https://doi.org/10.2308/ISSUES-2023-013

Abstract

Business & Economics

Business, Finance

Social Sciences

ChatGPT, a language-learning model chatbot, has garnered considerable attention for its ability to respond to users' questions. Using data from 14 countries and 186 institutions, we compare ChatGPT and student performance for 28,085 questions from accounting assessments and textbook test banks. As of January 2023, ChatGPT provides correct answers for 56.5 percent of questions and partially correct answers for an additional 9.4 percent of questions. When considering point values for questions, students significantly outperform ChatGPT with a 76.7 percent average on assessments compared to 47.5 percent for ChatGPT if no partial credit is awarded and 56.5 percent if partial credit is awarded. Still, ChatGPT performs better than the student average for 15.8 percent of assessments when we include partial credit. We provide evidence of how ChatGPT performs on different question types, accounting topics, class levels, open/closed assessments, and test bank questions. We also discuss implications for accounting education and research.

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Title: The ChatGPT Artificial Intelligence Chatbot: How Well Does It Answer Accounting Assessment Questions?
Creators: David A. Wood - Brigham Young University
Muskan P. Achhpilia - Radboud University Nijmegen
Mollie T. Adams - Missouri State University
Sanaz Aghazadeh - Louisiana State University
Kazeem Akinyele - University of Wisconsin–Oshkosh
Mfon Akpan - Southern Methodist University
Kristian D. Allee - University of Arkansas at Fayetteville
Abigail M. Allen - Brigham Young University
Elizabeth D. Almer - Portland State University
Daniel Ames - Bryant University
Viktor Arity - MIT University
Dereck Barr-Pulliam - University of Louisville
K. Asli Basoglu - University of Delaware
Andrew Belnap - The University of Texas at Austin
Jeremiah W. Bentley - University of Massachusetts Amherst
Terje Berg - Norwegian University of Science and Technology
Nathan R. Berglund - Mississippi State University
Erica Berry - University of San Diego
Avishek Bhandari - University of Wisconsin–Whitewater
Md Nazmul Hasan Bhuyan - North Carolina Agricultural and Technical State University
Paul W. Black - Auburn University
Eva Blondeel - Ghent University Hospital
David Bond - University of Technology Sydney
Annika Bonrath - University of Duisburg-Essen
A. Faye Borthick - Georgia State University
Erik S. Boyle - Idaho State University
Marianne Bradford - North Carolina State University
Duane M. Brandon - Auburn University
Joseph F. Brazel - North Carolina State University
Bryan G. Brockbank - Oklahoma State University Oklahoma City
Marcus Burger - University of North Carolina at Pembroke
Dmitri Byzalov - Temple College
James N. Cannon - Utah State University
Cecil Caro
Abraham H. Carr - Creighton University
Jack Cathey - University of North Carolina at Charlotte
Ryan Cating - University of Central Arkansas
Kimberly Charron - University of Nevada, Las Vegas
Stacy Chavez - Loyola University Maryland
Jason Chen - Central Connecticut State University
Jennifer C. Chen - Brigham Young University–Hawaii
Jennifer W. Chen - University of Missouri–St. Louis
Christine Cheng - University of Mississippi
Xu Cheng - Auburn University
Brant E. Christensen - Brigham Young University
Kimberly Swanson Church - Missouri State University
N. J. Cicone - Mississippi State University
Patience Constance - University of Kansas
Lauren A. Cooper - West Virginia University
Candice L. Correia - Whitworth University
Joshua Coyne - Texas Tech University
W. Alec Cram - University of Waterloo
Asher Curtis - University of Washington
Ronald J. Daigle - Sam Houston State University
Steve Dannemiller - University of Alabama
Stephan A. Davenport - University of Tennessee at Chattanooga
Gregory S. Dawson - Arizona State University
Karen J. L. De Meyst
Scott Dell - Francis Marion University
Sebahattin Demirkan - Manhattan University
Christine A. Denison - Iowa State University
Hrishikesh Desai - Arkansas State University
Steven Desimone - College of the Holy Cross
Leah M. Diehl - University of Montana
Ruth Dimes - University of Auckland
Bei Dong - University of South Florida St. Petersburg
Amy Donnelly - University of Missouri–Kansas City
Adam du Pon - Georgia Southern University
Huijue Kelly Duan
Ada Duffey - University of Wisconsin–Stevens Point
Ryan T. Dunn - Auburn University
Mary P. Durkin - University of San Diego
Ann C. Dzuranin - Northern Illinois University
Rachel M. Eberle - University of Arkansas at Fayetteville
Matthew S. Ege - Mitchell Institute
Dina El Mahdy - Morgan State University
Adam Esplin - The University of Texas at El Paso
Marc Eulerich - University of Duisburg-Essen
Patricia Everaert - Ghent University Hospital
Nusrat Farah
Lauren Farish - Baylor University
Michael Favere-Marchesi
Dutch Fayard - University of Tennessee at Chattanooga
Jessica R. Filosa - Virginia Tech
Melinda Ford - Southern Utah University
Diana R. Franz - University of Toledo
Bachman P. Fulmer - University of Tampa
Sarah Fulmer - University of Tampa
Zhan Z. Furner - East Carolina University
Sonia Gantman - Bentley University
Steve Garner - Tennessee Technological University
Jace Garrett - Clemson University
Xin Geng - Berry College
Joanna Golden - University of Memphis
William Goldman - Universidad del Noreste
Josue Gomez - Brigham Young University
Mark Gooley - Universidad del Noreste
Karen Y. Green - University of Toledo
Cindy L. Greenman - Utah Tech University
Gaurav Gupta - University of North Carolina Wilmington
Ronald N. Guymon - University of Illinois Urbana-Champaign
Kevin Hale - University of North Carolina Wilmington
Christopher J. Harper - Grand Valley State University
S. Allen Hartt - Boise State University
Holly Hawk - Clemson University
Steven R. Hawkins - Southern Utah University
Erin M. Hawkins - Clemson University
David C. Hay - University of Auckland
Rafael Heinzelmann - University of Agder
Cassy D. Henderson - Sam Houston State University
Bradley E. Hendricks - University of North Carolina at Chapel Hill
William G. Heninger - Brigham Young University
Mary S. Hill - Kennesaw State University
Nicole Holden - Arizona State University
D. Kip Holderness - West Virginia University
Travis P. Holt - Auburn University
Jeffrey L. Hoopes - University of North Carolina at Chapel Hill
Sheng-Feng Hsieh - National Taiwan University
Feiqi Huang - Pace University
Hua-Wei Huang
Ting-Chiao Huang
Brian W. Huels - University of Wisconsin–Whitewater
Kara Hunter - Fairfield University
Patrick J. Hurley - Universidad del Noreste
Kerry Inger - Auburn University
Sharif Islam - Southern Illinois University Carbondale
Isaac Ison - Truman State University
Hussein Issa - Rutgers, The State University of New Jersey
Andrew B. Jackson - UNSW Sydney
Scott C. Jackson - University of South Dakota
Diane J. Janvrin - Iowa State University
Peggy D. Jimenez - University of North Texas
Daniel Johanson - Norwegian School of Economics
J. Scott Judd - University of Illinois Chicago
Brett S. Kawada - Woodbury University
Andrea Seaton Kelton - Middle Tennessee State University
Sara Kern - Gonzaga University
Jon N. Kerr - Brigham Young University
Marsha B. Keune - University of Dayton
Mindy (Hyo Jung) Kim
Brian D. Knox - Boise State University
Gregory Kogan - Virginia Tech
Amr Kotb - Zayed University
Ronja Krane - University of Duisburg-Essen
Joleen Kremin - Portland State University
Kimberly S. Krieg - University of San Diego
Jonathan Kugel - Christopher Newport University
Ellen M. Kulset - University of South-Eastern Norway
Chamara Kuruppu - University of South-Eastern Norway
Garrison Laduca - Samford University
Barbara A. Lamberton - University of Hartford
Melvin A. Lamboy-Ruiz - Georgia Southern University
Bradley Lang - Mississippi State University
Stephannie A. Larocque - University of Notre Dame
Melissa P. Larson - Brigham Young University
Bradley P. Lawson - Oklahoma State University Oklahoma City
James G. Lawson - Bucknell University
Lorraine Lee - University of North Carolina Wilmington
Margarita M. Lenk - Colorado State University
Michelle Li-Kuehne - Whitworth University
Jonathan Liljegren - Brigham Young University
Yi-Hung Lin - Australian Regenerative Medicine Institute
Wu-Po Liu - National Cheng Kung University
Zishang Liu - University of Houston - Downtown
Brandon Lock - Baruch College
James H. Long - Auburn University
Tina Loraas - Auburn University
Suzanne Lowensohn - University of Vermont
Thomas R. Loy - University of Bremen
Hakim Lyngstadaas - BI Norwegian Business School
Wim Maas - Tilburg University
Jason E. Macgregor - Baylor University
Dag oivind Madsen
Carissa L. Malone - North Carolina State University
Maximilian Margolin - Erasmus University Rotterdam
Mary E. Marshall - Portland State University
Rachel M. Martin - Utah State University
Colleen McClain Mpofu - University of Missouri–St. Louis
Chris Mccoy - Florida State University
Nicholas C. Mcguigan - Australian Regenerative Medicine Institute
Dwayne N. Mcswain - Appalachian State University
Michele D. Meckfessel - University of Missouri–St. Louis
Mark J. Mellon - Northern Illinois University
Olivia S. Melton - Augustana College
Julie M. Mercado - Boise State University
Steven Mitsuda - University of Montana
Kennedy Modugu
Stephen Moehrle - University of Missouri–St. Louis
Amirali Moeini Chaghervand - University of Houston - Downtown
Kevin Mof
Joon Seok Moon - California State University, Northridge
Brigitte Muehlmann - Babson College
Johnna Murray - University of Missouri–St. Louis
Emmanuel S. Mwaungulu - Palm Beach Atlantic University
Noah Myers - Utah Valley University
J. Conrad Naegle - Missouri State University
Martin J. Ndicu - Northern Illinois University
Aaron S. Nelson - The University of Texas at El Paso
Anh L. Nguyen - MIT University
Thomas Niederko
Ehsan Nikbakht - Hofstra University
Ann D. O'Brien
Kehinde M. Ogunade - University of Memphis
Daniel O'Leary
Mitchell J. Oler - Wyoming Department of Education
Derek K. Oler - Texas Tech University
Kari Joseph Olsen - Utah Valley University
John I. Otalor - University of Calabar
Kyle W. Outlaw - Samford University
Michael. E. Ozlanski - Susquehanna University
Jenny Parlier - University of North Carolina Wilmington
Jeffrey S. Paterson
Christopher A. Pearson - Idaho State University
Michael J. Petersen - Dakota State University
Steven T. Petra - Hofstra University
Matthew D. Pickard - Northern Illinois University
Jeffrey Pickerd - University of Mississippi
Robert Pinsker - Florida Atlantic University
Catherine Plante - University of New Hampshire at Manchester
James M. Plec
Richard A. Price Iii
Linda A. Quick - East Carolina University
Jana Raedy - University of North Carolina at Chapel Hill
Robyn Raschke - University of Nevada, Las Vegas
Julie Ravenscraft - Missouri State University
Vernon Richardson - University of Arkansas at Fayetteville
Brett A. Rixom - University of Nevada, Reno
John F. Robertson - Arkansas State University
Iyad Rock - Lewis University
Miles A. Romney - Florida State University
Andrea Rozario - University of Illinois Urbana-Champaign
Michael F. Ruff - Universidad del Noreste
Kathleen Rupley - Portland State University
Ali Saeedi - University of Minnesota Crookston
Aaron Saiewitz - University of Nevada, Las Vegas
Leigh W. Salzsieder - University of Missouri–Kansas City
Sayan Sarkar - University of Mary Washington
Michael Saulls - Brigham Young University
Tialei A. Scanlan - Brigham Young University–Hawaii
Tammie J. Schaefer - University of Missouri–Kansas City
Daniel Schaupp - WHU – Otto Beisheim School of Management
Gary P. Schneider - California State University, Monterey Bay
Andreas Seebeck - Constructor University
R. Drew Sellers
Samantha C. Seto - Simon Fraser University
Romi-Lee Sevel - York University
Yuxin Shan - University of Wisconsin–Eau Claire
Matthew G. Sherwood - University of Massachusetts Amherst
Maggie Singorahardjo - The University of Melbourne
Hanna Kristin Skaftadottir - Bifröst University
Justyna Skomra - Pennsylvania State University
Jason L. Smith - University of Nevada, Las Vegas
Dallin O. Smith - West Texas A&M University
James Smith - University of Lethbridge
Mason C. Snow - California State University, Fullerton
Ryan D. Sommerfeldt - Washington State University
Kate B. Sorensen - University of Memphis
Trevor L. Sorensen - Wyoming Department of Education
Andrew C. Spieler - Hofstra University
Matthew A. Stallings - Boise State University
Lesya Stallings - Kennesaw State University
Alan Stancill - Mississippi State University
Jonathan D. Stanley - Auburn University
Chad M. Stefaniak - University of South Carolina
Nathaniel M. Stephens - Brigham Young University–Hawaii
Bryan W. Stewart - Utah Tech University
Theophanis C. Stratopoulos - University of Waterloo
Daniel A. Street - Bucknell University
Meena Subedi - University of Wisconsin–Whitewater
Scott L. Summers - Brigham Young University
Charlotte H. Sundkvist - University of South-Eastern Norway
Christina Synn - American University
Amanuel Tadesse
Gregory P. Tapis - Missouri State University
Kerri Tassin - Missouri State University
Samantha Taylor - Dalhousie University
Mary Teal - Emporia State University
Ryan Teeter - University of Pittsburgh
Meredith Tharapos - MIT University
Jochen C. Theis - University of Southern Denmark
Jack Thomas - Brigham Young University
Kristen S. Thompson - Idaho State University
Todd A. Thornock - University of Nebraska–Lincoln
Wendy Tietz - Kent State University
Anthony M. Travalent - Lone Star College
Brad S. Trinkle - Iowa State University
J. Mike Truelson - Mississippi State University
Michael C. Turner - University of New Orleans
Brandon Vagner - Middle Tennessee State University
Hamid Vakilzadeh - University of Wisconsin–Whitewater
Jesse van der Geest
Victor van Pelt
Scott D. Vandervelde - University of North Carolina at Charlotte
Jose Vega - Stephen F. Austin State University
Sandra Vera-Mun
Brigham Villanueva - Brigham Young University
Nishani Edirisinghe Vincent - University of Tennessee at Chattanooga
Martin Wagener - University of Duisburg-Essen
Stephanie Walton - Louisiana State University
Rick C. Warne - University of San Diego
Olena V. Watanabe
David Watson - University of South Florida St. Petersburg
Marcia Weidenmier Watson - Trinity University
Jill Weber - University of Wisconsin–Whitewater
Thomas Weirich - Central Michigan University
Ashley N. West - Kansas State University
Amanda L. Wilford - IE University
Aaron B. Wilson - Ohio University
Brian Winrow - Florida State University
Timothy Winrow - Eastern New Mexico University
Tasia S. Winrow - Minnesota State University, Mankato
Denise Wiseman - University of Central Florida
Annie L. Witte - Universidad del Noreste
Bryan D. Wood
Jessica Wood - Brigham Young University
Darryl Woolley - University of Idaho
Nicole S. Wright - James Madison University
Juan Wu - Minnesota State University, Mankato
Xiaomei (Grazia) Xiong
Dimitri Yatsenko - University of Wisconsin–Whitewater
Courtney E. Yazzie - Clemson University
Glen M. Young
Chanyuan (Abigail) Zhang - The University of Texas at San Antonio
Aleksandra B. Zimmerman - Florida State University
Shawn Paul Granitto - Florida Gulf Coast University, Department of Accounting
Emily Zoet - Ferris State University
Publication Details: Issues in accounting education, Vol.38(4), pp.81-108
Publisher: Amer Accounting Assoc
Number of pages: 28
Identifiers: 99384005040906570
Academic Unit: Department of Accounting
Language: English
Resource Type: Journal article

The ChatGPT Artificial Intelligence Chatbot: How Well Does It Answer Accounting Assessment Questions?

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