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1. sociolinguistic-invariance sociolinguistic-invariance Public

   Open-source LLM evaluation framework for multilingual and sociolinguistic robustness, model behavior, and controlled language variation.

   Python

2. indexical-circuits indexical-circuits Public

   Replication-first study of sociolinguistic effects on LLM epistemic judgments, with behavioral validity gates before mechanistic interpretation.

   Jupyter Notebook

3. register-feature-family register-feature-family Public

   Testing whether transformer language models represent linguistic register as a single direction or as a family of causally separable features.

   Python