Back to evaluations
Public evaluation

Benchmark-aligned evaluation

Advanced Reasoning Capabilities

Evaluation type
benchmark aligned
Challenge
Genomics Analysis: Create a tool that explains genetic sequencing results in plain language
Difficulty
Intermediate
Rigor
Production-grade with specific benchmark targets
Open linked challenge

Evaluation overview

How the linked challenge is judged: tasks, benchmarks, and criteria count.

Tasks
0
Benchmarks
6
Criteria
3

Evaluation method

Approach

Official AI benchmark-aligned evaluation

Criteria

What gets scored.

Criterion 1

Advanced Reasoning Capabilities

Evaluation of complex reasoning without external tool assistance

Metrics
  • GPQA Diamond Score: Graduate-level science question answering
  • Humanity's Last Exam Performance: Frontier reasoning challenges
  • Chain-of-Thought Quality: Logical consistency and step validity
  • Abstract Reasoning: Performance on novel problem types
  • Causal Inference Accuracy: Understanding cause-effect relationships
Benchmarks
  • GPQA (diamond)
  • Humanity's Last Exam
Target

GPQA Diamond > 60%, HLE > 50%, Zero tool usage

Evaluation type

quantitative

Criterion 2

Multilingual Understanding

Cross-lingual knowledge and understanding evaluation

Metrics
  • Global MMLU Lite: Knowledge assessment across languages
  • ECLeKTic Performance: Multilingual task completion
  • Cross-Lingual Transfer: Performance consistency across languages
  • Cultural Adaptation: Culturally appropriate responses
  • Language-Specific Accuracy: Per-language performance metrics
Benchmarks
  • Global MMLU (Lite)
  • ECLeKTic
Target

Global MMLU > 70%, ECLeKTic > 75% average across languages

Evaluation type

quantitative

Criterion 3

Robustness and Reliability

System stability, consistency, and adversarial resistance

Metrics
  • Output Consistency: Variance across similar inputs
  • Adversarial Robustness: Resistance to malicious inputs
  • Performance Stability: Consistency across time and load
  • Failure Graceful Degradation: Behavior under stress
  • Safety Compliance: Adherence to safety guidelines
Benchmarks
  • RobustBench
  • SafetyBench
Target

Consistency > 95%, Adversarial Success < 5%

Evaluation type

quantitative