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encoding-fidelity

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LaxmanNandi / MCH-Research

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Conservation constraint K = ΔRCI × Var_Ratio ≈ constant within epistemological domains. Nine-paper programme: 14 architectures, 8 vendors, 4 domains (Medical/Legal/Philosophy/Ethics), 160,000+ responses. 8 published, JMLR + npj Digital Medicine under review.

reproducible-research gemini llama conservation-law ai-safety mistral claude variance-analysis medical-ai clinical-ai gpt-4 large-language-models qwen llm-evaluation context-sensitivity deepseek llm-benchmarking multilingual-ai epistemological-domains encoding-fidelity
  • Updated Apr 15, 2026
  • Python

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