llm-interpretability

Researcher analyzes LLM internal representations across 8 languages and multiple models, finding that concept thinking occurs in geometric space in middle transformer layers independent of input language, supporting a universal deep structure hypothesis similar to Chomsky's theory rather than Sapir-Whorf linguistic relativism.