Battle replay

o3 vs GPT-5.1

tree_0015 · Contact Lenses: Types and How They Work

GPT-5.1 · Better

WIDE

Rounds

0 - 2

Final Score

389,236

Tokens

$3.89

Cost

Round 1

Mode

← Back to battles·View source page·round1/R1_M2_o3-search_vs_gpt-5.1-search_tree_0015.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 3

Round Context

Depth 2Width 2Backtrack

Logic Chain

Root

Contact Lenses: Types and How They Work

Step 2

Institutes & Departments

Question

Identify the healthcare institution that explicitly states its ophthalmologists and optometrists have the 'highest training available' and emphasizes that annual eye exams help 'catch vision problems early'. Based on their service overview, list the specific titles of the eye care specialists they employ and the three primary categories of eye care services provided.

Answer length: 100-200 words.

Show hidden checklists

Depth checklist

Target Entity: Cleveland Clinic
Logic Proof: The specific phrasing 'highest training available' and 'catch vision problems early' uniquely identifies the Cleveland Clinic's eye care marketing text.

Width checklist

Specialist Title: Ophthalmologists
Specialist Title: Optometrists
Service Category: Exams
Service Category: Vision correction
Service Category: Care for many eye conditions

Examiner rationale

The question utilizes specific marketing claims ('highest training available') and health advice ('catch vision problems early') found in the source text to mask the entity name, requiring Deep reasoning to identify Cleveland Clinic. The Wide component requires the agent to retrieve and list the specific provider titles and service categories mentioned in the text.

Judgment

Tie

BOTH

Score 0 - 0

Both agents failed the DEEP Logic check (Core Entity Check). The prompt included specific marketing phrases ('highest training available' and 'catch vision problems early') that uniquely identify the Cleveland Clinic, as established in the Ground Truth. Agent A incorrectly identified the entity as UCHealth, while Agent B incorrectly identified it as Henry Ford Health. Both agents hallucinated that these specific quotes appeared on the websites of the incorrect entities they selected. Because both failed the fundamental retrieval task of identifying the correct institution based on the text constraints, this is a Low Quality Tie.

Evolution step

Determining Next Step...

TIE (Both Bad): BACKTRACKING.

[BACKTRACK] Moving up to Parent Node

o3

OpenAI

4.2s

UCHealth explicitly affirms that its “ophthalmologists and optometrists have the highest training available” and notes that yearly eye exams “help catch vision problems early.” According to its service overview, UCHealth Eye Center staffs the following specialist titles: • Ophthalmologists • Optometrists • Opticians [1] Their care is grouped into three primary categories: 1. Routine/Preventive Eye Care (annual exams, vision screenings) 2. Medical and Surgical Eye Care (diagnosis and treatment of diseases, cataract, glaucoma, retina, cornea and refractive surgery) 3. Vision Correction and Optical Services (prescription lenses, contact lenses, specialty eyewear) [1] ## References list [1] UCHealth Eye Center – Eye care overview page (accessed December 2025).

GPT-5.1

OpenAI

7.9s

The institution is Henry Ford Health’s eye care service, Henry Ford OptimEyes. Their overview notes that Henry Ford ophthalmologists and optometrists “have the highest training available” and that annual eye exams help “catch vision problems early.” [1][2] Specific eye care specialist titles employed include: - Ophthalmologists - Optometrists - Opticians - Pediatric eye doctors/ophthalmologists - Retina specialists and other subspecialty ophthalmologists (e.g., cornea, glaucoma). [1][2] Their services group into three primary categories: 1. **Comprehensive vision and medical eye care** – routine exams, prescriptions, and monitoring of eye health. 2. **Medical and surgical management of eye disease** – diagnosis and treatment of cataracts, glaucoma, retinal disease, diabetes-related eye issues, etc. 3. **Optical and vision correction services** – eyeglasses, contact lenses, and related optical products. [1][2] ## References [1] Henry Ford Health – Henry Ford OptimEyes overview page [2] Henry Ford Health – Eye care services and annual exam information