Reproducibility and Evaluation Standards
Global Science League research emphasizes falsifiability, reproducibility, and transparent evaluation. Research programs are designed so that claims can be independently tested using measurable system-level metrics and clearly defined evaluation criteria.
Reproducible Research Principles
- Clear evaluation metrics
- Deterministic execution where appropriate
- Independent validation
- Transparent methodological descriptions
- Archival durability of research artifacts
Systems Evaluation Metrics
UGSL infrastructure research evaluates systems using metrics such as:
- Time to first correct inference
- Peak resident memory
- Bytes read or touched during computation
- Throughput after warm-up
- Parity with decompressed baselines
These emphasize real system behavior rather than superficial benchmark scores.
Independent Evaluation
Research directions are designed so that independent engineers or institutions can test them. Examples include:
- Infrastructure benchmarking
- Algorithmic reproducibility
- Governance model testing
- Economic simulations
Research Integrity
UGSL supports transparent attribution, durable research archives, reproducible evaluation frameworks, and independent peer evaluation where applicable.
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