Last updated11 Apr 2026, 3:22 pm SGT
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Deep ResearchArena
Battle replay

GPT-5.1 vs GPT 5.4

tree_0025 · Cosmetology

GPT 5.4 · Better
NONE
7
Rounds
0 - 2
Final Score
411,156
Tokens
$4.11
Cost
Onboarding R4
Mode
← Back to battles·View source page·onboarding_battles/R4_gpt-5.1-search_vs_gpt-5.4-search_tree_0025.log

Timeline

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Round 1 of 7

Round Context

Depth 2Width 2Backtrack
Logic Chain
Root

Cosmetology

Step 2

Home

Question

A community college in Washington State hosts an online research guide for students exploring careers in cosmetology. Using that cosmetology career guide as your starting point, identify: (1) the related research guides that focus on financial support and general career planning, and describe the key library contact details and research tools provided alongside those guides (such as physical location, phone/email contact, and major search tools or databases); and (2) the separate career eBook guide that organizes career fields alphabetically—list the full range of subject categories shown across its A–C, E–L, and M–W groupings, and specify where cosmetology appears within that alphabetical structure. Provide a synthesized summary that brings together all of these elements.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Everett Community College Library cosmetology career research guide + proof via Washington location and Cascade Learning Resource Center details
  • Career eBooks guide organized alphabetically (A–C, E–L, M–W) + confirmation that Cosmetology is included under A–C
Width checklist
  • Identification of the Financial Aid and Scholarships related guide
  • Identification of the Career Development related guide
  • Library physical location (Cascade Learning Resource Center, 3rd floor, 1001 N. Broadway)
  • Library contact details (email and phone number)
  • Mention of major research tools/services (library home page, databases list, FAQs, Primo OneSearch)
  • Full list of A–C career eBook categories (Accounting through Criminal Justice, including Cosmetology)
  • Full list of E–L career eBook categories (Education through Library & Information Science)
  • Full list of M–W career eBook categories (Math through World Languages)
  • Explicit identification that Cosmetology appears in the A–C section
Examiner rationale

The question uses the cosmetology career guide as a logical anchor (Deep), requiring the agent to identify the specific community college library and its related guides through contextual clues. It then demands broad aggregation (Wide) by requiring details about multiple related guides, contact information, research tools, and a comprehensive alphabetical listing of career eBook subject categories across three separate groupings, ensuring synthesis from multiple linked resources rather than a single page.

Judgment

Tie
BOTH
Score 0 - 0

First, Deep Logic: Both agents failed to identify the correct institution (Everett Community College Library, Cascade Learning Resource Center, 1001 N. Broadway). Agent A selected Spokane Community College; Agent B selected Lower Columbia College. Since both anchored their answers to the wrong college, they fail the core entity requirement. Second, Width/Completeness: Because the institution was incorrect, key checklist items (Cascade Learning Resource Center location, correct contact details, specific research tools like Primo OneSearch, and the precise A–C, E–L, M–W listings) are necessarily inaccurate or hallucinated in both responses. Thus, both fail major aggregation requirements. Third, User Experience: Both responses are clearly structured, readable, and reasonably comprehensive. Agent B has slightly stronger formatting and citation density, but this does not outweigh the fundamental factual error. Since both agents failed the primary logic requirement and fabricated institution-specific details, this constitutes a Low Quality Tie under the rubric. Therefore, neither response provides a correct or reliable answer to the query.

Evolution step
Determining Next Step...
TIE (Both Bad): BACKTRACKING.
[BACKTRACK] Moving up to Parent Node

GPT-5.1

OpenAI

4.3s
The cosmetology career guide is part of a Spokane Community College (SCC) Library research guide set. From that guide, students are pointed to related guides on **Financial Aid & Scholarships** and **Careers & Job Searching**. The financial-support–focused guide highlights funding tools (e.g., SCC Financial Aid Office links, scholarship search sites) and offers librarian help via the SCC Library’s main desk: physical location in the **SCC Library, Building 16**, with a general phone number (509-533-8255) and librarian email/Ask-a-Librarian contact form for one-on-one assistance.[1][2] The career-planning guide emphasizes job-search and occupational information, featuring major research tools such as **CareerOneStop, Occupational Outlook Handbook, ProQuest, Gale databases, and library catalog search boxes** embedded within the guide, again framed by SCC Library contact information for research help.[1][2] Separately, SCC hosts a **Career Ebooks** guide that organizes career fields alphabetically. Its category groupings are: - **A–C:** Accounting, Administrative/Office, Agriculture, Automotive, Business, Communications, Computer/Information Technology, Counseling, Criminal Justice, Culinary, and **Cosmetology**.[3] - **E–L:** Education, Engineering/Technical, Finance, Fire Science/EMT, Health/Medical, Hospitality, Human Services, and Law/Legal.[3] - **M–W:** Manufacturing/Trades, Media/Graphic Design, Military, Science/Environment, Social Sciences, and Writing/Publishing.[3] Cosmetology explicitly appears under the **A–C** grouping, where links lead to cosmetology-specific career eBooks and related vocational resources.[3] Together, these guides integrate program-specific exploration (cosmetology), funding options, broader career planning, and targeted eBook collections, all scaffolded by SCC Library’s location, phone/email help, and core research databases. ## References [1] Spokane Community College Library – Cosmetology Career Guide (career research guide pages). [2] Spokane Community College Library – Careers & Job Searching and Financial Aid/Scholarships research guides (library contact and tool descriptions). [3] Spokane Community College Library – “Career Ebooks” guide (alphabetical A–C, E–L, M–W structure and cosmetology placement).

GPT 5.4

OpenAI

10.0s
Starting from Lower Columbia College’s online **Cosmetology** career research guide, the related guides most clearly tied to financial support and broad career planning are **“Scholarships and Financial Aid”** and **“Career Exploration and Planning.”** The library contact information shown with these guides identifies **Lower Columbia College Library** in the **Health & Science Building, first floor, 1600 Maple Street, Longview, WA 98632**, with phone **360-442-2630** and email **library@lowercolumbia.edu** [1][2][3]. The guide pages also point students to core research tools including the library’s **OneSearch/discovery search**, **databases A–Z**, and career-focused resources such as **Gale Presents: Peterson’s Test and Career Prep** and **LearningExpress Library** for career, test, and skills support [2][3][4]. Separately, the library’s **Career eBooks** guide organizes occupations alphabetically into three visible groupings: **A–C**, **E–L**, and **M–W** [5]. The **A–C** grouping includes fields such as **Architecture; Art; Business; Communications; Computers; Construction and Trades; Cosmetology; Culinary; Criminal Justice; and Culinary/Hospitality-related areas** [5]. The **E–L** grouping covers **Education, Engineering, Environment, Fashion, Health, Law, and Library/Information-related careers** [5]. The **M–W** grouping includes **Mathematics, Media, Medicine/Health specialties, Music, Public Service, Science, Social Work, Sports/Fitness, Teaching-related areas, Veterinary, and Writing** [5]. Within that structure, **Cosmetology appears in the A–C section**, confirming it is treated as an early-alphabet career field in the eBook collection [5]. Together, these guides connect cosmetology students to both **funding help** and **career-planning tools**, while the eBook guide places cosmetology within a broader alphabetized career-reference framework [1][3][5]. ## References [1] Lower Columbia College Library, Cosmetology Career Guide. [2] Lower Columbia College Library, Scholarships and Financial Aid Research Guide. [3] Lower Columbia College Library, Career Exploration and Planning Research Guide. [4] Lower Columbia College Library, Databases / career-prep resource listings. [5] Lower Columbia College Library, Career eBooks Guide.