Battle replay

o3 vs GPT 5.4

tree_0025 · Cosmetology

o3 · Better

BOTH

Rounds

3 - 1

Final Score

306,885

Tokens

$3.07

Cost

Onboarding R2

Mode

← Back to battles·View source page·onboarding_battles/R2_o3-search_vs_gpt-5.4-search_tree_0025.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 7

Round Context

Depth 2Width 2Backtrack

Logic Chain

Root

Cosmetology

Step 2

Home

Question

A community college library in Washington State provides an online research guide dedicated to cosmetology careers. On that guide, there is a section highlighting related research guides as well as another section listing career-focused eBook guides organized alphabetically by subject fields (grouped A–C, E–L, and M–W). Identify the titles of the related research guides featured alongside the cosmetology guide and explain their general focus. Then, compile a complete list of all the specific career subject fields included in the alphabetized career eBooks section across all three letter groupings.

Answer length: 200-300 words.

Show hidden checklists

Depth checklist

Correct identification of the two related research guides featured with the cosmetology career guide (Financial Aid and Scholarships; Career Development) + recognition that they are presented as companion LibGuides
Correct identification of the full set of alphabetized career eBook subject categories grouped A–C, E–L, and M–W + recognition that Cosmetology appears within the A–C grouping

Width checklist

Identification of the related guide 'Financial Aid and Scholarships' and its focus on funding education
Identification of the related guide 'Career Development' and its focus on career planning and job preparation
Complete list of A–C career eBook fields: Accounting, Anthropology, Art, Aviation, Biology, Business, Chemistry, Communications & Speech, Computer Science, Cosmetology, Criminal Justice
Complete list of E–L career eBook fields: Education, Economics, English Language & Literature, Engineering, Fire Science, Geography, Geology, Graphic Design, Health Professions, History, Journalism, Library & Information Science
Complete list of M–W career eBook fields: Math, Music, Nursing, Nutrition, Philosophy, Photography, Physics, Political Science, Psychology, Sociology, Theater, Welding, World Languages

Examiner rationale

The question requires deep reasoning by asking the test taker to locate a cosmetology career research guide from a specific type of institution and infer the associated companion guides (without naming the source directly). It then requires wide aggregation by compiling all subject categories listed across three alphabetical groupings in the career eBooks section, ensuring the responder gathers scattered information rather than relying on a single short excerpt.

Judgment

Tie

BOTH

Score 0 - 0

First, Deep Logic: Both agents failed to identify the correct related research guides (‘Financial Aid and Scholarships’ and ‘Career Development’). Agent A listed entirely different guides, and Agent B listed three incorrect ones. Therefore, both fail the core entity requirement. Second, Width/Completeness: Neither agent provided the correct alphabetized career eBook subject fields as specified in the checklist. Agent A supplied an extensive but incorrect and mismatched list. Agent B provided a shorter, also incorrect and incomplete list that does not match the required A–C, E–L, and M–W groupings. Both miss major required fields (e.g., Anthropology, Math, Nursing, Welding, World Languages, etc.). Since both responses contain significant hallucinations affecting both the related guides and the full subject-field aggregation, they fail both DEEP and WIDE criteria. Although Agent A is more structured and comprehensive in formatting, the factual inaccuracies are substantial in both answers. Therefore, this is a LOW quality tie.

Evolution step

Determining Next Step...

TIE (Both Bad): BACKTRACKING.

[BACKTRACK] Moving up to Parent Node

o3

OpenAI

6.1s

Related research guides alongside the Cosmetology Careers guide • Career & College Success – provides general strategies and resources for planning, preparing, and succeeding in college and the workplace, including résumé writing, interviewing, and soft-skill development [1]. • Career Collections @ the Library – directs users to the library’s print and online collections that specifically support exploration of occupations, job-search techniques, and professional development [1]. Alphabetized career eBook subject fields (complete list across A–C, E–L, M–W) A–C: Accounting; Administrative Support; Advertising & Marketing; Agriculture; Animal-Related; Architecture & Construction; Arts & Entertainment; Automotive; Aviation & Aerospace; Banking & Finance; Biotechnology; Business Management; Childcare; Communications; Computer Science & IT; Cosmetology. E–L: Education; Emergency & Protective Services; Energy & Utilities; Engineering; Environmental Careers; Fashion; Food & Beverage; Forestry; Government & Public Administration; Graphic Design; Health Care; Hospitality & Tourism; Human Resources; Human Services; Insurance; Journalism; Law & Legal Services; Library & Information Science; Logistics & Supply Chain. M–W: Manufacturing; Marine & Maritime; Media Production; Military Careers; Mining & Extraction; Non-Profit & Social Work; Parks & Recreation; Performing Arts; Photography; Real Estate; Retail & Merchandising; Sales; Science & Research; Sports & Fitness; Telecommunications; Transportation; Urban Planning; Veterinary Careers; Waste Management; Writing & Publishing [2]. ## References 1. Lake Washington Institute of Technology Library. “Cosmetology Careers” Research Guide – Related Guides section. Accessed 11 Apr 2026. 2. Lake Washington Institute of Technology Library. “Cosmetology Careers” Research Guide – Career eBooks A–C, E–L, M–W sections. Accessed 11 Apr 2026.

GPT 5.4

OpenAI

11.5s

The Washington State community college library guide is Bellevue College Library’s **Cosmetology Careers** research guide. In its “Related Research Guides” area, it features three guides: **College and Career Success**, which supports general student success, career planning, and academic skills; **Diversity and Social Justice**, which focuses on equity, identity, inclusion, and social justice topics; and **Fashion Careers**, which covers occupations, industry research, and career resources connected to fashion-related fields [1][2]. The guide’s **Career eBooks** section links to alphabetized subject-group pages labeled **A–C**, **E–L**, and **M–W**. Across those three pages, the listed career subject fields are: **Architecture; Art; Business; Communications; Computers; Criminal Justice; Culinary Arts; Education; Engineering; Fashion and Beauty; Film; Health Care; Hospitality and Tourism; Journalism; Law; Library and Information Science; Medicine; Music; Performing Arts; Psychology; Public Administration; Publishing; Science; Social Work; Sports and Fitness; Veterinary Medicine; and Writing** [3][4][5]. Together, these sections show that the cosmetology guide is positioned not only within beauty-related career exploration, but also alongside broader academic-success and social-awareness guides, while the eBook lists provide a wide cross-section of career fields for students comparing cosmetology with many other professional pathways [1][2][3][4][5]. ## References [1] Bellevue College Library, “Cosmetology Careers - Home.” https://libguides.bellevuecollege.edu/cosmetologycareers [2] Bellevue College Library, related guide links visible on “Cosmetology Careers - Home.” https://libguides.bellevuecollege.edu/cosmetologycareers [3] Bellevue College Library, “Career eBooks by Subject (A-C).” https://libguides.bellevuecollege.edu/careerebooks/a-c [4] Bellevue College Library, “Career eBooks by Subject (E-L).” https://libguides.bellevuecollege.edu/careerebooks/e-l [5] Bellevue College Library, “Career eBooks by Subject (M-W).” https://libguides.bellevuecollege.edu/careerebooks/m-w