{ "experiment": "CDR_theta_analysis_2026-04-18", "conclusion": "NEW FORMULA VALIDATED: gamma = 1 - T_eval*sqrt(2)/theta", "old_formula": { "formula": "gamma = C/ln(theta)", "C": 9.2103, "mean_error_pct": 33.3, "status": "REFUTED" }, "new_formula": { "formula": "gamma = 1 - T_eval*sqrt(2)/theta", "T_eval_e4": 2000, "mean_error_pct": 3.0, "status": "CONFIRMED" }, "data": [ { "model": "pythia-70m", "theta": 10000, "gamma_obs": 0.7476, "gamma_old": 1.0, "gamma_new": 0.7172, "err_old_pct": 33.8, "err_new_pct": 4.1 }, { "model": "Llama-3-8B", "theta": 500000, "gamma_obs": 1.0455, "gamma_old": 0.7019, "gamma_new": 0.9943, "err_old_pct": 32.9, "err_new_pct": 4.9 }, { "model": "Qwen2.5-7B", "theta": 1000000, "gamma_obs": 0.9967, "gamma_old": 0.6667, "gamma_new": 0.9972, "err_old_pct": 33.1, "err_new_pct": 0.0 } ], "note": "gamma>1 for Llama-3 likely from long-context fine-tuning (extra positional sharpening)", "new_physics": "gamma = 1 - T_eval*sqrt(2)/theta = fraction of RoPE phases NOT aliased at distance T_eval" }