paper_type.json (297B)
1 { 2 "paper_type": "empirical", 3 "reason": "Trains neural networks from scratch with controlled architecture variations (Transformers, Mamba-2, LSTMs) and reports quantitative measurements of symbol grounding emergence, layer-wise analysis, and information-theoretic metrics across model types." 4 }