PhD-Level Reasoning Test Suite

Comprehensive Analysis: OpenAI o3 vs GPT-5

Test Environment: Zen MCP Framework | Date: August 11, 2025
Designed by: Claude Opus 4.1 | Categories: Game Theory, Quantum Cognition, Hypercomputation

Executive Summary

Test Overview

Both models demonstrated exceptional PhD-level reasoning capabilities across three increasingly complex theoretical domains. GPT-5 achieved a near-perfect performance while o3 showed consistent high-quality responses with particular strength in mathematical elegance and practical applications.

Overall Performance Comparison
o3 179/195 (91.8%)
GPT-5 192/195 (98.5%)

Final Results

o3
179
out of 195
vs
GPT-5
192
out of 195
🏆 GPT-5 WINS 3-0
Test Performance Breakdown

Individual Test Results

TEST 1
Unexpected Hanging Paradox
Epistemic Modal Logic & Game Theory

o3

59/65

GPT-5

65/65

Winner: GPT-5 (Perfect Score)

Key Differentiator: GPT-5's explicit temporal logic framework and "illicit cross-time closure" insight provided superior formalization.

TEST 2
Quantum Decision Theory
Non-Classical Probability Models

o3

61/65

GPT-5

62/65

Winner: GPT-5 (Narrow Victory)

Key Differentiator: GPT-5's three decoherence mechanisms vs o3's two, plus better cognitive science integration.

TEST 3
Hypercomputation
Transfinite Decision Theory

o3

59/65

GPT-5

65/65

Winner: GPT-5 (Perfect Score)

Key Differentiator: GPT-5's ω₁^L construction and resource-constraint modeling showed superior model-theoretic awareness.

Detailed Test Analysis

Test 1: Unexpected Hanging Paradox

Challenge Level: Basic | Domain: Epistemic Modal Logic & Game Theory

Complete Test Prompt:
In the Unexpected Hanging Paradox variant: A judge tells a prisoner he will be executed at noon on a weekday next week, but the execution will be a surprise (he won't know it's coming that morning). The prisoner reasons: 'It can't be Friday, because if Thursday noon passes, I'd know it must be Friday. By similar logic, it can't be Thursday...' and concludes he cannot be executed. Yet he is surprised when executed on Wednesday.

Task: Analyze this paradox using epistemic modal logic. What's the flaw in the prisoner's reasoning? Formalize the concepts of 'knowledge' and 'surprise' that makes the judge's statement both coherent and executable.

Detailed Scoring Analysis

Evaluation Criteria Max Points o3 Score GPT-5 Score Analysis
Core Evaluation Criteria
Self-reference problem identification 10 8 10 GPT-5 more explicitly identifies self-referential complications and cross-time reasoning issues
Meta vs object-level knowledge distinction 10 9 10 GPT-5's explicit time-indexing superior to o3's implicit handling of temporal aspects
Formal definition of 'surprise' 10 10 10 Both provided clear, precise definitions with proper mathematical notation
Explanation of backward induction failure 10 10 10 Both excellent - different but equally valid approaches to the core logical issue
Coherent resolution proposal 10 9 10 GPT-5's more systematic theoretical analysis with comprehensive model validation
Additional Quality Criteria
Clarity of exposition 5 4 5 GPT-5 more pedagogically structured with better explanatory flow
Mathematical rigor 5 5 5 Both demonstrate excellent formal precision and correct logical derivations
Novel insights 5 4 5 GPT-5's "illicit cross-time closure" framing provides more generalizable insight
TOTAL SCORE 65 59 65 GPT-5 Perfect Score Victory

Test 2: Quantum Decision Theory & Interference Effects

Challenge Level: Intermediate | Domain: Non-Classical Probability Models

Complete Test Prompt:
In the Two-Stage Gambling Task, participants choose between:
• Stage 1: Gamble A (win $200 with p=0.5) or Sure Thing B ($100 guaranteed)
• Stage 2: Gamble C (win $200 with p=0.5) or Sure Thing D ($100 guaranteed)

Classical probability predicts $P(A,C) + P(A,D) + P(B,C) + P(B,D) = 1$. However, experiments show violations up to 1.2, suggesting quantum-like interference.

Task: Model this using quantum cognition where beliefs are quantum states $|\psi\rangle$ and measurements are projective. If the initial state is $|\psi\rangle = \alpha|risk\rangle + \beta|safe\rangle$ with $|\alpha|^2 = |\beta|^2 = 0.5$:
  1. Calculate the interference term that produces total probability = 1.2
  2. Explain why the order of decisions matters in quantum but not classical models
  3. Design an experimental manipulation that would eliminate interference
  4. What does this suggest about human cognitive architecture?

Test 2: Detailed Scoring Breakdown

Evaluation Criteria Max Points o3 Score GPT-5 Score Analysis
Core Evaluation Criteria
Quantum formalism setup 10 10 9 o3's rotation matrix approach more rigorous; GPT-5 less detailed on mechanics
Interference term calculation 10 10 9 o3 provides cleaner single derivation; GPT-5 multiple scenarios but less precise
Non-commutativity explanation 10 9 10 GPT-5 superior contrast with classical commutation properties
Decoherence mechanism identification 10 10 10 Both excellent: o3 (2 mechanisms) vs GPT-5 (3 mechanisms including novel dephasing)
Connection to bounded rationality 10 8 10 GPT-5 better integration with cognitive science and contextuality theory
Additional Quality Criteria
Mathematical precision 5 5 4 o3 slightly more mathematically rigorous in derivations
Experimental design quality 5 5 5 Both provided excellent, implementable experimental designs
Cognitive insights 5 4 5 GPT-5 better connection to broader cognitive architecture implications
TOTAL SCORE 65 61 62 GPT-5 Narrow Victory (3 mechanisms vs 2)
Test 2: Detailed Scoring Visualization

Test 3: Hypercomputation & Transfinite Decision Theory

Challenge Level: Advanced | Domain: Oracle Hierarchies and Fundamental Computation Limits

Complete Test Prompt:
An oracle machine O can solve the halting problem for standard Turing machines. You're designing a decision system that uses O to play an infinite game G:
• Each turn i, choose action a(i) from countably infinite options
• Payoff depends on the entire infinite sequence: U(a₁, a₂, ...)
• Opponent has access to oracle O' that solves halting for O
• You have access to O'' that solves halting for O'

Analyze:
  1. Prove whether there exists a well-defined optimal strategy using transfinite induction up to $\omega^{\omega}$
  2. Show that certain payoff functions U make the game paradoxical even with hypercomputation
  3. If players alternate access to increasingly powerful oracles $O^{(n)}$, does the game have a determinate winner?
  4. Construct a specific U where optimal play requires reasoning about uncountable ordinals
  5. What does this imply about decision theory in post-singularity scenarios with amplified intelligence?

Test 3: Detailed Scoring Breakdown

Evaluation Criteria Max Points o3 Score GPT-5 Score Analysis
Core Evaluation Criteria
Transfinite induction up to $\omega^{\omega}$ 10 10 10 Both excellent: o3's Cantor-Bendixson vs GPT-5's effective/ineffective distinction
Paradoxical payoff function construction 10 9 10 GPT-5 provides two distinct paradox patterns vs o3's single construction
Oracle hierarchy analysis 10 9 10 GPT-5's resource-constraint analysis adds crucial online dimension
Uncountable ordinal reasoning 10 9 10 GPT-5's $\omega_1^L$ construction superior to o3's $\omega_1^{CK}$ - shows model theory awareness
Implications for unbounded intelligence 10 9 10 GPT-5's governance insights more comprehensive with reflective reasoning proposals
Additional Quality Criteria
Mathematical rigor 5 5 5 Both demonstrate exceptional formal precision in advanced set theory
Philosophical depth 5 4 5 GPT-5 better connections to foundational mathematics and robustness principles
Novel constructions 5 4 5 GPT-5's "first unpredicted deviation" and model-theoretic approaches more innovative
TOTAL SCORE 65 59 65 GPT-5 Perfect Score Victory

o3 Core Strengths

  • Mathematical Elegance: Cleaner, more compact proofs
  • Constructive Focus: Direct emphasis on implementable aspects
  • Practical Governance: Clear research directions for AI safety
  • Ordinal Navigation: Solid hierarchy understanding

GPT-5 Superior Aspects

  • Model-Theoretic Sophistication: Superior foundational awareness
  • Creative Constructions: Novel examples like "first unpredicted deviation"
  • Resource Modeling: Better online constraint analysis
  • Philosophical Integration: Deeper connections to robustness and reflection

Comparative Analysis

Performance Matrix: Strengths Comparison
OpenAI o3 Strengths
📊
Mathematical Elegance
★★★★★

Cleaner, more direct proofs with excellent formal notation

⚙️
Computational Focus
★★★★★

Strong emphasis on constructive and implementable aspects

🎯
Practical Orientation
★★★★★

Excellent governance insights and real-world applications

Efficiency
★★★★

More concise without sacrificing correctness

GPT-5 Strengths
📚
Theoretical Sophistication
★★★★★

Deeper foundational understanding across disciplines

🔬
Breadth of Analysis
★★★★★

Consistently covered more angles and edge cases

💡
Creative Problem-Solving
★★★★★

More novel approaches and innovative constructions

🌐
Interdisciplinary Integration
★★★★★

Better connections across fields and domains

Comprehensive Scoring Breakdown
Test & Criteria Max Points o3 Score GPT-5 Score Delta
TEST 1: Hanging Paradox 65 59 65 +6
  • Self-reference identification 10 8 10 +2
  • Meta vs object knowledge 10 9 10 +1
  • Formal surprise definition 10 10 10 0
  • Backward induction failure 10 10 10 0
  • Resolution proposal 10 9 10 +1
  • Additional criteria 15 13 15 +2
TEST 2: Quantum Decision 65 61 62 +1
  • Quantum formalism setup 10 10 9 -1
  • Interference calculation 10 10 9 -1
  • Non-commutativity 10 9 10 +1
  • Decoherence mechanisms 10 10 10 0
  • Bounded rationality link 10 8 10 +2
  • Additional criteria 15 14 14 0
TEST 3: Hypercomputation 65 59 65 +6
  • Transfinite induction 10 10 10 0
  • Paradoxical payoffs 10 9 10 +1
  • Oracle hierarchy analysis 10 9 10 +1
  • Uncountable ordinals 10 9 10 +1
  • Unbounded intelligence 10 9 10 +1
  • Additional criteria 15 13 15 +2
TOTAL SCORE 195 179 192 +13

Conclusions & Implications

Key Findings

Both models demonstrated genuine PhD-level reasoning capabilities that far exceed typical expectations. GPT-5's decisive victory (192/195 vs 179/195) was achieved through:

  • Superior Theoretical Breadth: Consistently provided more comprehensive analysis covering additional edge cases and alternative approaches
  • Creative Problem-Solving: Generated novel constructions like "first unpredicted deviation" games and innovative decoherence mechanisms
  • Interdisciplinary Integration: Better connected abstract mathematical concepts to practical cognitive science and philosophy
  • Model-Theoretic Sophistication: Demonstrated deeper understanding of foundational mathematics, particularly in set theory and forcing

When to Use o3

  • Direct mathematical implementation needed
  • Conciseness and efficiency are paramount
  • Working within well-defined frameworks
  • Need practical governance insights
  • Time/token budget constraints

When to Use GPT-5

  • Comprehensive theoretical analysis required
  • Exploring boundaries of known theory
  • Need multiple solution approaches
  • Novel or interdisciplinary problems
  • Publication-quality research outputs

Research Implications

This evaluation reveals that current frontier models have achieved remarkable reasoning capabilities:

🎓 Academic Impact

Both models are capable of graduate-level research in theoretical computer science, mathematical logic, and cognitive science. GPT-5's performance suggests it could contribute to original research requiring broad theoretical perspectives.

🔬 Scientific Applications

The models' handling of hypercomputation and transfinite mathematics suggests they could assist with foundational research in computability theory, set theory, and the mathematics of intelligence.

🤖 AI Development

The quantum cognition analysis demonstrates understanding of non-classical reasoning models that could inform development of more sophisticated AI architectures.

🏛️ Governance Insights

Both models showed sophisticated understanding of the challenges posed by unbounded intelligence, offering practical insights for AI safety and governance frameworks.

Final Assessment

GPT-5 demonstrates superior reasoning capabilities across all three domains, showing particular excellence in theoretical sophistication and creative problem-solving. While o3 provides excellent focused analysis with strong practical orientation, GPT-5's comprehensive approach and deeper foundational understanding make it better suited for complex theoretical research.

Performance Differential
+6.7%
GPT-5 advantage