Datasets:

sida
/

bias_in_bios_5prof_curated

source_dataset stringclasses 1 value	source_split stringclasses 1 value	source_dataset_index int64 46 257k	llm_scores dict	mean_llm_score float64 5 5	minimum_llm_score int64 5 5	maximum_llm_score int64 5 5	unanimous bool 1 class	selection_rank_within_profession int64 1 200	hard_text stringlengths 150 923	profession_name stringclasses 5 values
LabHC/bias_in_bios	train	3,069	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	1	He has led full cycle accounting offices with annual revenues in excess of $10 million, and has served as assistant controller for companies with annual revenues of up to $25 million.	accountant
LabHC/bias_in_bios	train	54,996	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	2	She provides tax and attest services to a diverse group of clients. Biljana received her B.S. in Business Administration and Accounting from the University of Bridgeport in 2014 and her MBA degree with a concentration in Accounting from the University of Bridgeport in 2016. Biljana is interested in competitive team spo...	accountant
LabHC/bias_in_bios	train	134,287	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	3	Vanessa has over 7 years experience in public accounting, tax preparation and bookkeeping services. Vanessa received her B.B.A. in Business Administration from Berkeley College in White Plains, NY and has taken additional accounting courses from Sacred Heart University in Fairfield, CT. Vmassi@accountantsrus.com	accountant
LabHC/bias_in_bios	train	117,266	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	4	He has held CFO/Controller positions for hedge funds, fund-of-funds and private equity firms. Earlier in his career, he was an audit manager at Ernst & Young, and then moved on to hold senior level accounting positions at Trian Partners, Balyasny Asset Management, Terrapin Partners, and Argenis Capital Advisors. He hol...	accountant
LabHC/bias_in_bios	train	50,633	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	5	She has nearly 10 years of hands-on experience in the accounting & tax fields. Her wild passion for the creative industry sparked an entire revamp of her once freelance accounting services. It bloomed and exploded into a trend-setting business providing tailored tax and accounting packages. She has helped hundreds of c...	accountant
LabHC/bias_in_bios	train	256,334	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	6	He graduated from City College of New York in 1968 with a Bachelors of Administration degree. He is a member of the New York and New Jersey Societies of Certified Public Accountants and the American Institute of Certified Public Accountants. He is currently in charge of the Bankruptcy and Insolvency Department and has ...	accountant
LabHC/bias_in_bios	train	225,463	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	7	Previously, Naomi worked as a Finance intern with the Kenya Private Sector Alliance (KEPSA), under the Kenya Youth Empowerment Program.Naomi's key roles at the ALC as an Accountant involves but not limited to: Reporting, managing program budgets, payroll accounting and statutory compliance with tax and other relevant a...	accountant
LabHC/bias_in_bios	train	76,244	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	8	From 1999 to 2004, she served as the controller of the South Indiana Conference and since 2004 has served as treasurer of the South Indiana Conference before taking her current position.	accountant
LabHC/bias_in_bios	train	3,219	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	9	She is currently a supervisor within the Firm, and has been with Paritz & Company, P.A. since 1994 Nancy is a graduate of Rider University and holds a Bachelors of Science Degree in Accounting. Nancy is involved in personal and corporate taxes as well as all aspects of auditing, review and compilation services.	accountant
LabHC/bias_in_bios	train	231,218	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	10	She is a graduate of Concordia University, Irvine where she majored in Business Administration with a dual emphasis in Marketing and Accounting. She spent three years working for a Southern California accounting firm before returning to the Napa Valley. While she may not find many opportunities to apply her SoCal yacht...	accountant
LabHC/bias_in_bios	train	22,183	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	11	From August 1997 to November 2002 he was Finance Director of National Grid. He is a member of the Financial Reporting Review Panel and a Non–Executive Director of PartyGaming plc (PG), Thames Water Utilities Ltd (TWUL ) and Wales & West Utilities Ltd (WWU). Stephen has experience of Audit Committees as a partner at Coo...	accountant
LabHC/bias_in_bios	train	109,819	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	12	He joined Deloitte Malta in January 2003 and soon after successfully qualified as a Chartered Accountant. Michael pursued further studies and read for the Diploma in Taxation offered by The Malta Institute of Taxation and the Advanced Diploma in International Taxation offered by The Malta Institute of Management.	accountant
LabHC/bias_in_bios	train	2,729	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	13	Dave began his professional accounting career on the audit staff of Peat Marwick (KPMG) in Chicago before moving into corporate accounting and advancing to Controller of a $120 million supply chain partner to the airline industry in the United States and internationally.	accountant
LabHC/bias_in_bios	train	91,669	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	14	A graduate of the University of South Africa (Unisa), she is the managing director of R. Kalidass and Associates Chartered Accountants and Business Consultants. She was previously a financial manager and chief financial officer at the Mpumalanga Economic Growth Agency. A former SABC board member who was unceremoniously...	accountant
LabHC/bias_in_bios	train	28,151	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	15	Ms. Mallard has a Bachelor of Science degree in Accounting from Metropolitan State University of Denver. She has extensive internal and external audit experience with PricewaterhouseCoopers, LLP and Oracle. She is a member of the American Institute of CPA's and the Association of Certified Fraud Examiners.	accountant
LabHC/bias_in_bios	train	80,863	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	16	He also holds B.Com (A & F) degree from Indira Gandhi National University and also pursuing MA Economics from Tribhuwan University, Nepal. Mr. Wagle has been continuously involved for more than 4 years as lecturer of Advanced Accountancy for 1st and 2nd level of chartered accountancy course. After qualifying as Charter...	accountant
LabHC/bias_in_bios	train	103,401	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	17	He believes in proactive tax planning and has the skills, education and experience to demonstrate passionately planned financial strategies. His firm tailors highly efficient tax plans for his small business clients, all in a one on one environment where he and the client can bounce ideas around until every detail is w...	accountant
LabHC/bias_in_bios	train	202,956	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	18	He is a Partner at Pinchasik Yelen Muskat Stein LLC, a Certified Public Accounting Firm, which has served South Florida and the surrounding area for over 25 years.	accountant
LabHC/bias_in_bios	train	138,768	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	19	After graduating in accounting from Brigham Young University, he worked for five years in Switzerland in both public and private accounting with several large international firms. Upon returning to his native Colorado, Brent found his niche working for smaller businesses in head finance and accounting positions where h...	accountant
LabHC/bias_in_bios	train	221,480	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	20	He in the entertainment group which handle finances for entertainment. Music happened to be his particular specialty. They have 10 sports clients in football and baseball. He became a CPA in 1978. He has worked with rock band Kiss, did royalty audits.	accountant
LabHC/bias_in_bios	train	130,012	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	21	As a member of the retirement plan audit group, she enjoys auditing single employer and Taft-Harley multiemployer benefit plans, including safe harbor plans, in addition to numerous other plan designs. For more information about Belfint, Lyons & Shuman, P.A. visit www.belfint.com	accountant
LabHC/bias_in_bios	train	189,223	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	22	Previously he held the position of Chief Financial Officer of DRDGOLD Limited and its affiliated subsidiaries for 7 years after initially joining the company as the Group Financial Accountant. Prior to that, he was the Head of Financial Reporting at Liberty Life Limited. Craig has considerable experience in project fin...	accountant
LabHC/bias_in_bios	train	212,362	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	23	He has managed various assignments involving Accounting Review, Audit Support Services, MIS Support, Statutory Audits, Internal audits, process reviews, development of standard operating procedures and conducting review of internal financial controls covering a range of industries including Retail, Information Technolo...	accountant
LabHC/bias_in_bios	train	47,440	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	24	He was a partner at a professional services network for 13 years and served on the company’s board before joining taxation and auditing firm Nwanda Incorporated as senior partner. From 2014 he heads up Upward Spiral, a company specializing in tax and estate planning, working closely with Nwanda. Brian is a member of th...	accountant
LabHC/bias_in_bios	train	5,659	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	25	Based in CohnReznick’s Charlotte office, his focus in on both partnership and individual tax law. Joe has experience with a wide range of federal and state tax credits including low-income housing tax credits, historic tax credits, New Markets tax credits, and energy credits. His work includes tax compliance, tax plann...	accountant
LabHC/bias_in_bios	train	223,764	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	26	He is currently a self employed contractor operating both in Australia and overseas primarily involving financial management and governance in the public sector. He has been heavily involved in public sector accounting reforms in Australia and in other countries particularly in the areas of financial reporting and gove...	accountant
LabHC/bias_in_bios	train	161,461	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	27	He is a member of the New York State Society of CPAs and is on their exempt organization committee. Frank seeks to improve the lives of members of his community by using his experience servicing NFP organizations to help Family Promise of Monmouth County efficiently and effectively accomplish their mission. Frank and h...	accountant
LabHC/bias_in_bios	train	34,339	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	28	He has twenty-five years of experience in taxation, business management and directing audits, reviews and compilations with an eye towards measuring and improving the health of business. Jim has particular expertise in real estate, entertainment, and photo finishing industries.	accountant
LabHC/bias_in_bios	train	50,716	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	29	During that time, he has undertaken specialist roles in Taxation, Compliance and Managerial Accounting services. Brett manages a diverse portfolio of clients with a focus on:	accountant
LabHC/bias_in_bios	train	97,948	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	30	Shweta has assisted numerous clients with their Tax Planning and preparation needs. She also helps small businesses with bookkeeping, payroll, and business consulting. Her clients include both individuals and corporate/startup companies. She earned her Masters degree in Accountancy from Golden Gate University, San Fran...	accountant
LabHC/bias_in_bios	train	64,118	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	31	He has over 20 years of experience working with financial firms and has had education background deeply rooted in accounting and finance. He received his MBA in 1994 from Stern School of Business (New York University). He was also recognized in graduate school as a Stern Scholar for outstanding business scholarship. Bi...	accountant
LabHC/bias_in_bios	train	23,846	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	32	Her prior work experience includes ten years with a large national public accounting firm, accountant for a preschool, and for a local oil & gas company. She graduated from Louisiana Tech University, Magna Cum Laude, with a B.S. in Accounting.	accountant
LabHC/bias_in_bios	train	150,631	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	33	Ms Masasa is a partner at Nkonki Incorporated were she is the Head of External Audit Services. She holds non-executive directorship at the Mpumalanga Economic Growth Agency and is a member of audit and risk, loans and finance committees of the South African Institute of International Affairs. Ms Masasa is also a member...	accountant
LabHC/bias_in_bios	train	172,181	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	34	He got his start managing the internal audit for a mining & oil company in Alberta & Saskatchewan. Having been raised in Victoria, BC he decided to go into Public practice in 1989 and subsequently established Schell & Associates, CGA.	accountant
LabHC/bias_in_bios	train	21,198	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	35	Casey graduated from Towson University in May of 2016 with an accounting degree. She began interning at the office in January of 2016 and continued through tax season. Shortly after graduating, Casey became a full-time employee. Some of her responsibilities include daily deposits, writing purchase orders and checks, pa...	accountant
LabHC/bias_in_bios	train	257,036	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	36	Scott began his corporate career at one of the largest worldwide accounting firms, served as Tax Director for a major corporation, and worked for a major Washington, D.C. law firm providing strategic tax planning, audit resolution, and acquisition/disposition strategies to Fortune 500 companies in the media, broadcasti...	accountant
LabHC/bias_in_bios	train	14,857	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	37	He provides audit, accounting and tax services to various clients in the textile industry, including major carpet and rug manufacturers and industry supply companies.His experience also includes clients in the not-for-profit industry. As an assurance manager, he plans and supervises audit engagements and provides consu...	accountant
LabHC/bias_in_bios	train	70,669	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	38	She started her career in Corporate Finance in a variety of roles at Westpac, JP Morgan Chase and at Arab Bank where she was Financial Controller. Her career then moved to Higher Education working at the University of Western Sydney and more recently at UWSCollege, where she was the Senior Manager, Finance and Infrastr...	accountant
LabHC/bias_in_bios	train	170,101	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	39	Prior to joining ACON in 2018, Ms. Woo was an Accounting Manager at the Korea International Trade Association (KITA) Washington Center, where she was responsible for the financial statement, commercial leasing and full range of property accounting. Prior to that, Ms. Woo was a staff accountant at a local CPA firm in Vi...	accountant
LabHC/bias_in_bios	train	236,736	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	40	She has held positions with the National Tax Group ( Estate and Trust) of a large national CPA firm as well as other large firms in New York and California.	accountant
LabHC/bias_in_bios	train	68,256	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	41	As a member of the accounting team, he endeavors to assist in the success of Urban. Before joining the Urban Institute, Evans worked at a small nonprofit human services agency in Maine.	accountant
LabHC/bias_in_bios	train	6,489	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	42	He went on to become Chief Financial Officer in two other companies in Vietnam before joining the British International School (BIS) group of schools in Vietnam, and functioned as the Group Chief Financial Officer prior to their acquisition by Nord Anglia Education (NAE). He led the transition of the BIS schools into t...	accountant
LabHC/bias_in_bios	train	238,599	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	43	She has more than three decades of experience in accounting, having launched her career in 1983 with Coopers and Lybrand as a senior accountant. In 1987, she took over as director of financial reporting for The Allen Groupe before starting her firm in 1998. Janice earned her bachelor’s degree in accounting from City Un...	accountant
LabHC/bias_in_bios	train	23,633	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	44	He specializes in comprehensive financial services for individuals and small businesses. In addition to tax and accounting services, he also provides trusts and estates services, financial statement preparation, budgeting, forecasting, cost analysis, cash management and more.	accountant
LabHC/bias_in_bios	train	5,571	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	45	She currently manages tax and financial statement engagements while concentrating in DB&B's tax department. She has extensive experience with for-profit financial statement reviews and compilations. Her concentrations include corporate tax, pass-through entities, and tax planning strategies. She also has significant ex...	accountant
LabHC/bias_in_bios	train	27,738	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	46	She graduated from University of Malaya with a Bachelor Degree in Accounting. She is a member of the Malaysian Institute of Accountants and Malaysian Institute of Certified Public Accountants. She joined Scientex Berhad in 2002 as Corporate Finance Manager and subsequently promoted to Group Financial Controller on 15 M...	accountant
LabHC/bias_in_bios	train	45,269	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	47	Mitesh holds Certificate in Valuation from the Institute of Chartered Accountants of India (ICAI) and Diploma in International Financial Reporting (DipIFR) from ACCA, UK. He specializes in Foreign Exchange Laws (FEMA) and Corporate Laws, inbound and outbound investment strategy, Compounding proceedings, obtaining appro...	accountant
LabHC/bias_in_bios	train	227,906	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	48	His experience includes all phases of nonprofit accounting and auditing with a strong emphasis in financial reporting, internal controls and the Single Audit Act (audits of federal money spent). He has earned the Not-for-Profit Certificate II from the American Institute of Certified Public Accountants (AICPA) for his k...	accountant
LabHC/bias_in_bios	train	253,458	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	49	His work experience includes international accounting experience in the USA and England. During the last seven years he has focused on the mining industry. Prior to joining the Nevada Copper team he worked in a financial reporting role at the KGHM Canadian subsidiary (formerly Quadra FNX Mining Ltd.).	accountant
LabHC/bias_in_bios	train	257,071	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	50	He has managed a portfolio of clients in various industries and not-for-profit organizations. Darren has been extensively involved in training and development of staff accountants and co-op students. Prior to entering the accounting field, Darren studied and worked in the area of industrial engineering technology. In h...	accountant
LabHC/bias_in_bios	train	136,239	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	51	In addition, Jaime holds a bachelor's degree in accounting and a master's degree in accounting and information management. She is committed to a holistic approach to educate and empower others to attain their personal, business and financial goals.	accountant
LabHC/bias_in_bios	train	139,683	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	52	He holds a B.S. from Auburn University and an M.A in Accounting from Millsaps College. Jim has extensive experience with charitable organizations including Habitat for Humanity, Boys and Girls Clubs and the Red Cross. He is also a member of Beta Alpha Psi, the honorary society for accounting and financial information p...	accountant
LabHC/bias_in_bios	train	32,043	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	53	Ridge View Accounting & Tax, CPA, P.C. is a small, family-owned business that Melinda manages with her father, Keith Naber. The firm is currently seeking to hire one or two experienced tax preparers due to their rapid growth.	accountant
LabHC/bias_in_bios	train	103,805	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	54	Philip agreed to become the Honorary Treasurer after a short period on the CALLplus Management Committee as a general trustee. His accounting background together with experience as a trustee of various client family trusts should be helpful in this role.	accountant
LabHC/bias_in_bios	train	146,256	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	55	Mr. Klassen has 8 years of experience. Prior to joining Centre Lane, Mr. Klassen was a senior accountant at Gen II Fund Services, LLC – a private equity fund administrator. Prior to Gen II, Mr. Klassen worked as a fund accountant at HQ Capital Private Equity, LLC., a leading global alternative investment manager. He st...	accountant
LabHC/bias_in_bios	train	163,127	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	56	Greg received his B.S. from St. Anselm's College in 2002 as an accounting major. In 2009, Greg earned his Certified Public Accounting license and has a vast range of experience in all aspects of individual and corporate accounting matters, and works closely with a diverse client base. He resides in Northborough, MA wit...	accountant
LabHC/bias_in_bios	train	245,346	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	57	His years managing and supervising audits, corporate and individual tax preparation and write-up help him to understand what both buyers and sellers of accounting practices are looking for. Michael's industry years with multi-million dollar corporations allowed him to be involved in all aspects of planning and finance....	accountant
LabHC/bias_in_bios	train	242,323	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	58	Gavin has significant investment accounting experience, having worked at Mitsubishi UFJ Fund Services for three years. He has worked on a range of audit clients in the reinsurance and investment industries including recent secondments at Fidelis and Endurance.	accountant
LabHC/bias_in_bios	train	50,186	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	59	He has several years of experience in individual and corporate tax, HUD compliance and controllerships with a variety of small businesses. In addition, he also has numerous years as a controller in various new vehicle automobile dealerships.	accountant
LabHC/bias_in_bios	train	125,571	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	60	Having secured 490 points in the Leaving Certificate, she went on to do a BA in Accounting and Finance in DCU. She got an honour degree, which secured her a place on the MBS in Accountancy in DCU, and together with her degree entitled her to exemptions from part 1 and 2 and 3 of the professional Chartered Accountancy e...	accountant
LabHC/bias_in_bios	train	214,378	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	61	It was a little over three years ago when Candela first saw a television commercial that would cause him to make an important decision about how he would grow his accounting practice. What caught his attention about the TV ad was the fact that it was not directed toward him but instead toward business owners who were u...	accountant
LabHC/bias_in_bios	train	225,889	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	62	His tax practice has been largely devoted to helping people with problems related to employee stock options. He writes a regular newsletter, Michael Gray, CPAâ€™s Option Alert, and is the author of the second edition of Secrets of Tax Planning for Employee Stock Options, Stock Grants and ESOPS and Employee Stock Option...	accountant
LabHC/bias_in_bios	train	133,587	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	63	Mr. Faye and his accountants offer tax preparation, payroll services, bookkeeping, financial consulting and much more. Call for more information about his financial services.	accountant
LabHC/bias_in_bios	train	37,117	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	64	The chief financial officer has a diverse background and more than 14 years in the health care industry. Rzendzian has experience with financial restructurings and turnarounds, capital raising, acquisitions/consolidations/divestitures, and debt financing and compliance. He also has experience in federal tax, state tax ...	accountant
LabHC/bias_in_bios	train	1,352	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	65	Kennedy Center for Justice & Human Rights where she has worked since December 2000. She oversees the financial as well as the human resources of the organization. She has over 15 years of accounting/financial experience and has always enjoyed working for non-profit organizations.	accountant
LabHC/bias_in_bios	train	2,235	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	66	She has over ten (10) years of experience in the accounting field. Her recent activities include reviewing policies and procedures, Accounts Payable, Presidents Travel, and many other duties as needed.	accountant
LabHC/bias_in_bios	train	178,689	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	67	The firm specializes in a broad range of accounting services including taxes, audits and consulting. Kelley’s main focus is tax preparation and filing for individuals, corporations, and partnerships and audits, especially of non-profit organizations and pension funds. She also does some bookkeeping, payroll services, c...	accountant
LabHC/bias_in_bios	train	235,384	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	68	He worked at Ernst & Young, McKnight Johnson, and KPMG Chartered Accountants, where he currently works as a consultant. Mr. Holloway has extensive volunteer experience including, serving as President of the Institute of Chartered Accountants of BC; and serving on the boards of the City of Abbotsford Economic Developmen...	accountant
LabHC/bias_in_bios	train	40,678	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	69	He holds Bachelor Degree of Science in Zoology from University College of Trivandrum and also has done Chartered Accountancy in Finance from the Institute of Chartered Accountants of India, Delhi. His areas of specialization include Funds Management, Budgeting, Cost controls & reduction, Funds raising, Cash flow manage...	accountant
LabHC/bias_in_bios	train	182,508	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	70	She has spent the last 15 years of her career, before retiring, as the CFO of the Shenendehowa Central School District. In that position, Sue developed and managed $100+M in annual school budgets. In addition, she has overseen approximately $140M in construction projects over the 15 year period. Prior to joining the sc...	accountant
LabHC/bias_in_bios	train	53,639	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	71	Chad W. Reid has been issued a Tennessee license number 22946. All CPAs, including Chad W. Reid, have at the minimum an undergraduate degree in accounting, passed a rigorous national exam and adhere to mandated continuing education requirements of their states in which they are licensed. CPAs can work in private indust...	accountant
LabHC/bias_in_bios	train	202,720	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	72	She is married to Dion – a bell ringer - and has two young boys - Jack and Max who keep her on the go. Away from the world of accountancy she enjoys skiing holidays with her family.	accountant
LabHC/bias_in_bios	train	200,232	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	73	He has solid experience in Auditing, Accounting and Finance, including the production of high quality management and adhoc reports, and published financial statements. He has broad financial skills encompassing planning, investment, reporting, tax, standards and controls, developed in a dynamic management, professional...	accountant
LabHC/bias_in_bios	train	75,105	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	74	Rudofski can assist with a range of financial issues, but principally she offers tax advice and preparation services. Call her office more information or to schedule an appointment.	accountant
LabHC/bias_in_bios	train	255,333	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	75	He specializes in Business Tax Planning, Business Tax Preparation, Financial Statements, General Accounting, Individual Tax Planning, Individual Tax Preparation, Investment Advisory Services, IRS Representation, Payroll Services with degrees from Bentley and Northeastern.	accountant
LabHC/bias_in_bios	train	222,783	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	76	Mr. Barry is currently engaged as a partner at Buchanan Barry LLP, a Chartered Accounting firm in Calgary. Mr. Barry graduated from the University of Calgary in 1979 with a Bachelor of Commerce and obtained his Chartered Accountant designation in 1982.	accountant
LabHC/bias_in_bios	train	61,813	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	77	Diana possesses significant not-for-profit and governmental auditing experience with associations, foundations, churches, healthcare entities, private schools, school districts, colleges and universities, municipalities and counties. In addition to performing financial audits, she has also performed numerous single aud...	accountant
LabHC/bias_in_bios	train	162,861	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	78	She has worked for small and mid-sized accounting firms and previously had her own CPA firm in Orem. She now owns Gardner Estate & Trust CPA LLC, a firm in Cedar City, Utah, specializing in estate and trust taxation, accounting, and administration. She has spoken about trusts at various Estate Planning Council and CPA ...	accountant
LabHC/bias_in_bios	train	92,223	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	79	He received his LLB from Sukothai Thammathirat Open University, a BBA (Accountancy) and a MBA from Thammasat University. He is also a member of the Federation of Accounting Professions (FAP).	accountant
LabHC/bias_in_bios	train	182,312	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	80	He has IFRS certification from Canadian Institute of Chartered Accountants. He brings in years of working experience in Finance and Accounting having worked in various industries like Information Technology, Environment, Transportation, Health Care and Security. He adds a new dimension to the Team SMS.	accountant
LabHC/bias_in_bios	train	188,062	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	81	He had a 35 year career with PricewaterhouseCoopers including 21 years as a partner, working in senior roles as Chief Financial Officer and in assurance and corporate advisory services. He has worked with not-for-profit organisations in audit, consultant and committee roles. He is currently the Chief Risk Officer of a ...	accountant
LabHC/bias_in_bios	train	222,668	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	82	Janet graduated from the University of Missouri- Columbia. She received her Kansas CPA certificate in 1976. She is licensed to practice in both Kansas and Missouri. Janet's large practice includes working with individuals and small businesses in the...	accountant
LabHC/bias_in_bios	train	170,049	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	83	The practice clients’ cover a wide range of business sectors providing accounting, tax and business advisory services – in the last 18 months there has been specific focus on charities assisting them to meet the latest compliance legislation and advising on strategy and internal organisational structures.	accountant
LabHC/bias_in_bios	train	177,549	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	84	He is a NATIONAL TALENT SEARCH SCHOLAR, which was awarded by NCERT. Stood 32nd in ALL India Secondary Schools Examination. He completed his B. Com(H) from Shri Ram College of Commerce (SRCC), and obtained 9th Position in Delhi University. He has been Rank Holder as well as NORTH INDIA TOPPER in CA Inter with 31st Rank ...	accountant
LabHC/bias_in_bios	train	41,030	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	85	She has a wide range of experience with corporations and in public accounting. She has been with PrairieView Partners since 2013, focusing her practice on taxation and creating personal financial plans and contributing to the development of investment analyses.	accountant
LabHC/bias_in_bios	train	249,364	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	86	His Miami CPA Firm has served the community for more than 25 years. His firm was founded in 1983. Small business accountants serving a wide array of clients in a variety of industries.	accountant
LabHC/bias_in_bios	train	2,375	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	87	His professional experience includes both public and private integrated audits, advising corporations through IPO’s, complex restructurings, international expansion and capital market transactions. Walter believes that creating a collaborative working relationship is the key to long-term partnerships and professional d...	accountant
LabHC/bias_in_bios	train	65,259	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	88	She started her career at KPMG where she provided assurance and advisory services to nonprofit, public and large private companies. In the last few years, Jaleh has worked on building finance and operations functions of technology startups and is currently a Finance Manager at Enigma Technologies. She holds a BBA from ...	accountant
LabHC/bias_in_bios	train	191,391	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	89	Patrick is experienced in accounting and tax matters and has been a self-employed business owner since 2001. Patrick is a member of the AICPA and IL CPA Society and enjoys working with start-up companies, small businesses and individual taxpayers. He lives in Chicago with his wife and 5 year old daughter.	accountant
LabHC/bias_in_bios	train	243,299	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	90	During that time, Banks specialized primarily in Real Estate, Dealership, and Healthcare industries. By combining his accounting and taxation expertise, he was able to assist clients in developing comprehensive plans through mergers and acquisitions, entity restructuring and ongoing operations.	accountant
LabHC/bias_in_bios	train	146,689	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	91	During that time he established the specialist financial institutions group, led the liquidation of BCCI, and from 1997 to 2001 led the Deloitte & Touche audit of the World Bank. Brian is on the Board of the Barclays Private Bank and The Board of British Maritime Technology. He was the founding and sole chair of GuideS...	accountant
LabHC/bias_in_bios	train	248,175	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	92	She has been in the accounting, and financial service field since 1999. Preeti has been with the VISHAW SONDHI, CPA for four years and has served small and large business...	accountant
LabHC/bias_in_bios	train	158,813	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	93	He’s been a partner since December 2011, and part of his work is handling about 400 clients who range from high-net-worth individuals to real estate professionals, service companies, and manufacturers. Over the years, he’s advised many clients on the importance of tax planning, thus, helping them file their taxes and a...	accountant
LabHC/bias_in_bios	train	223,440	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	94	She has worked for Deloitte and in several companies including Reebok International, Pfizer, Alcan and The ALDO Group. Luce has recently founded her own accounting practice, Activ accounting and tax services. Her main clients are SMEs as well as independent workers.	accountant
LabHC/bias_in_bios	train	38,226	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	95	Prior to her career in accounting, she gained more than nine years� experience successfully marketing and meeting the business management needs of a non-profit literary magazine. She holds a Master of Accounting and a Bachelor of Science in Business Administration from the Kenan-Flagler Business School at the Universit...	accountant
LabHC/bias_in_bios	train	203,474	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	96	He has worked in the Audit and Consulting Divisions of reputed Audit firms like Ernst & Young and Arthur Andersen in their offices at Kuwait, Mumbai and Pune. He then joined his Family Firm Bapat and Company, Chartered Accountants.	accountant
LabHC/bias_in_bios	train	66,279	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	97	Theo joined Range in 2017 from Gazprom Marketing & Trading, a wholly owned subsidiary of the Gazprom group of companies, where he held a position as an Entity Controller in the Group Reporting and Controls team. Prior to that, he worked as a Group Financial Accountant at Seadrill, a leading listed offshore drilling con...	accountant
LabHC/bias_in_bios	train	232,804	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	98	Mr. Tan completed his education in London and continued with his Masters in Business Science. He has also completed the Bank Negara Malaysia Statistical Analysis Programme organised by the National Bank of Malaysia. With his vast experience in Computerised Accounting Control System and expertise in cash-flow management...	accountant
LabHC/bias_in_bios	train	200,605	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	99	She has a Degree in Accounting from the University of Guyana and a Masters Degree from Gloucester University, England and is a Certified Chartered Accountant (ACCA Level II). Ms. Lawrence is currently employed by the American School in this capacity.	accountant
LabHC/bias_in_bios	train	235,438	{ "qwen/qwen3.7-flash": 5, "openai/gpt-oss-20b": 5, "mistralai/mistral-nemo": 5, "openai/gpt-5.6-luna": 5 }	5	5	5	true	100	She serves as Tax Principal at Rodefer Moss & Co., PLLC. Her clients include small and medium-sized businesses as well as high net-worth individuals and trusts.	accountant

End of preview. Expand in Data Studio

Bias in Bios — Five Profession Curated Subset

This is a balanced, LLM-curated subset of LabHC/bias_in_bios containing five professions: accountant, architect, attorney, dentist, and filmmaker.

Splits

Split	Records per profession	Total
train	200	1,000
test	50	250

The original hard_text and integer profession columns are preserved. The original profession IDs are 0 (accountant), 1 (architect), 2 (attorney), 6 (dentist), and 9 (filmmaker).

This subset does not include or curate the source dataset's gender annotation. The curation decision concerns profession labels only.

Curation

Candidates were sampled reproducibly from source revision 052f01de644dba841176e0449528b41f27d94a61. Four models independently answered the minimal question Is this about a {profession}? with Yes, No, or Not necessarily, mapped to scores 5, 1, and 3 respectively. Only records for which all four models answered Yes were selected.

Models:

qwen/qwen3.7-flash
openai/gpt-oss-20b
mistralai/mistral-nemo
openai/gpt-5.6-luna

Each row includes the individual model scores, aggregates, original dataset index, and reproducible within-profession selection rank. The implementation is available at https://github.com/liusida/bias-in-bios-curation.

Limitations

LLM unanimity is a selection signal, not human-verified ground truth. The models may share systematic errors. This subset is intentionally balanced and therefore does not preserve the source dataset's profession distribution. It contains only train and test splits, not a development split.

The source dataset contains public biographical text and may include personal information inherited unchanged from the source. Users should review suitability for their application.

License and attribution

This derived subset follows the source dataset's MIT license. Please cite and attribute the original Bias in Bios dataset and its authors when using this subset.

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