Exploratory Cross-Linguistic Analysis (12 Languages)

Exploratory study extending the original EN vs FR experiment to 12 languages: 8 natural (English, French, Spanish, Finnish, Russian, Indonesian, Vietnamese, Chinese) and 4 synthetic languages with controlled morphological properties (methodology proprietary, patent pending). Goal: Collect training dynamics data (loss, perplexity, grammar probes, Hurst exponents) to identify variables predictive of capability emergence. Findings will inform hypotheses for future confirmatory testing. This is hypothesis-generating research, not hypothesis-testing.