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

Claude Opus 4.1 vs GPT 5.4

tree_0025 · Cosmetology

GPT 5.4 · Better
WIDE
7
Rounds
0 - 2
Final Score
Tokens
Cost
Onboarding R1
Mode
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Timeline

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Round 1 of 7

Round Context

Depth 2Width 2Backtrack
Logic Chain
Root

Cosmetology

Step 2

Home

Question

At a Washington state community college, the library provides a dedicated research guide for students pursuing cosmetology and other career-focused programs. Using that cosmetology-focused research guide as your starting point, identify the library’s associated research support resources (including related research guides, contact information, research tools, and the subject librarian with their contact details and disciplinary coverage). Then, from the same library system, compile the complete list of career-field eBook guides grouped alphabetically (A–C, E–L, and M–W), ensuring you include every specific field named across all three groupings. Provide all details in a structured summary.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Everett Community College Library and Media Center cosmetology research guide identified as the anchor source
  • Marianne Le correctly identified as the subject librarian, with matching contact details and subject areas
  • Career eBooks Guides for Specific Career Fields correctly identified and fully aggregated across A–C, E–L, and M–W groupings
Width checklist
  • Financial Aid and Scholarships research guide (including note of annual views)
  • Career Development research guide
  • Library contact email and phone number
  • Physical location/address of the learning resource center
  • Research tools listed (Databases, FAQs, Primo OneSearch, Library Home Page)
  • Name of the subject librarian and email contact
  • Full list of subjects covered by the subject librarian
  • Complete A–C career eBook fields (Accounting through Criminal Justice, including Cosmetology)
  • Complete E–L career eBook fields (Education through Library & Information Science)
  • Complete M–W career eBook fields (Math through World Languages)
Examiner rationale

The question uses a cosmetology research guide at a specific community college library as the logical anchor (Deep), requiring the agent to identify the correct institution and subject librarian through contextual clues. It then demands broad aggregation (Wide) by requiring all related research support resources plus the complete, alphabetically grouped list of career-field eBook guides across three separate sections, ensuring the answer cannot be derived from a single snippet.

Judgment

Tie
BOTH
Score 0 - 0

Deep Logic Check: Both agents failed. The ground truth anchor is Everett Community College Library & Media Center with subject librarian Marianne Le. Agent A incorrectly identified Pierce College (wrong institution, wrong librarian, wrong guides). Agent B incorrectly identified Lower Columbia College (also wrong institution and librarian). Therefore, BOTH fail the core entity requirement. Width/Completeness: Because both selected the wrong library system, their research guides, librarian details, contact information, and career eBook lists are all misaligned with the required Everett CC system. This constitutes major hallucination across multiple checklist items (subject librarian, contact info, research tools, grouped career eBooks, etc.). User Experience & Presentation: While Agent B has better citation density and somewhat clearer grouping, this cannot compensate for the fundamental entity error. Agent A is also incorrect and less comprehensive. Since BOTH agents failed Deep Logic and produced incorrect institutional data, this is a LOW-quality tie. Conclusion: Both responses are factually unreliable due to incorrect core entity selection and extensive checklist failures.

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

Claude Opus 4.1

Anthropic

15.3s
Pierce College Library in Washington state provides a comprehensive cosmetology research guide with extensive support resources. The guide connects to multiple research tools including the library's main databases, citation guides, and subject-specific resources. **Research Support Resources:** The cosmetology guide links to several related research guides including Business, Health Sciences, and Career Resources. Key research tools include Academic Search Complete, CQ Researcher, and ProQuest databases. The library provides 24/7 chat reference service, email support at library@pierce.ctc.edu, and phone assistance at 253-964-6544 [1]. **Subject Librarian:** Kelsay Schnell serves as the subject librarian for cosmetology and career programs. She can be reached at kschnell@pierce.ctc.edu or 253-912-2399 ext 8654. Her disciplinary coverage includes Business, Career Education, Health Sciences, and Professional-Technical programs [1]. **Career-Field eBook Guides (Complete Alphabetical List):** - **A-C Group:** Accounting, Administrative Assistant, Business, Computer Information Systems, Computer Network Engineering, Construction Management, Criminal Justice, Cyber Security - **E-L Group:** Early Childhood Education, Emergency Medical Technician, Fire Command Administration, Health Information Technology, Homeland Security, Kinesiology - **M-W Group:** Marketing and Entrepreneurship, Nursing, Professional Technical Teacher Education, Social Services/Mental Health, Veterinary Technology These eBook guides provide comprehensive career exploration resources, industry information, and professional development materials specific to each field. Each guide includes occupation handbooks, career outlooks, certification requirements, and industry-specific databases accessible through the Pierce College Library system [1]. ## References [1] Pierce College Library - Cosmetology Research Guide and Career Resources. https://pierce.libguides.com

GPT 5.4

OpenAI

10.9s
The cosmetology research guide belongs to Lower Columbia College Library in Washington and points students to several research-support resources. Related guides linked from or associated with this career-focused area include the main **Cosmetology** guide and the library’s **Career eBooks** guides organized by subject ranges.[1][2] Library contact information is **Lower Columbia College Library, 1600 Maple St., Longview, WA 98632; phone 360-442-2630**.[3] Core research tools highlighted by the library system include the **library catalog/discovery search**, **database list**, **eBooks**, and **research guides** platform used for subject-specific help.[1][2][3] The subject librarian connected with this area is **Kelly Phillips**, whose LibGuides profile lists **Email: kphillips@lowercolumbia.edu**, **Phone: 360-442-2640**, and disciplinary coverage including **Nursing & Allied Health, Biology, Chemistry, Environmental Science, and Career/Workforce programs**.[4] The complete Career eBook guide fields across the three alphabetical groupings are: **A–C:** Accounting, Administrative Assistant, Automotive, Barbering, Business, CIS, Criminal Justice, Culinary Arts, and Cosmetology.[2] **E–L:** Early Childhood Education, Education, Emergency Medical Services (EMS), Entrepreneurship, Fire Science, Health & Medical Careers, Human Services, Journalism, Legal, Management, and Marketing.[5] **M–W:** Medical Assisting, Nursing, Nutrition, Occupational Safety & Health, Psychology, Public Safety, Social Work, Sociology, Welding, and WorkFirst.[6] Together, these guides show a library system designed to support both transfer and workforce students with targeted eBook collections, librarian help, and discipline-specific research starting points.[1][2][4] ## References [1] Lower Columbia College Library LibGuides, “Cosmetology.” https://lowercolumbia.libguides.com/cosmetology [2] Lower Columbia College Library LibGuides, “Career eBooks A-C.” https://lowercolumbia.libguides.com/careerebooks/ac [3] Lower Columbia College, Library page. https://lowercolumbia.edu/library/ [4] Lower Columbia College Library LibGuides, librarian/profile page for Kelly Phillips. https://lowercolumbia.libguides.com/prf.php?account_id= [5] Lower Columbia College Library LibGuides, “Career eBooks E-L.” https://lowercolumbia.libguides.com/careerebooks/el [6] Lower Columbia College Library LibGuides, “Career eBooks M-W.” https://lowercolumbia.libguides.com/careerebooks/mw