{ "protocol": "Fields are built per modality without pairs; the hidden permutation is applied to the text field and used only to score. Spectral initialisation is followed by exact steepest descent on the closed-form energy.", "samples": 256, "field_correlation_at_truth": 0.928480988366389, "true_energy": 0.6498054265975952, "chance": 0.00390625, "spectra": { "visual": { "top_eigenvalues": [ 124.06351544954276, 115.7367032787534, 94.11036212693584, 73.31520472931007, 69.24982478303653, 61.61415730371504, 40.281226901986344, 34.88687571099253, 30.71649581051721, 24.853735704822725, 16.088660231570703, 15.224937914175442 ], "effective_rank_participation": 40.32825205310635, "rank_for_90_percent": 231, "rank_for_99_percent": 256, "median_relative_gap": 1.785900713039328e-05, "min_relative_gap_top20": 0.003872164145678641 }, "text": { "top_eigenvalues": [ 133.868096032388, 107.4296827350269, 97.43054104356615, 70.84732951921617, 67.52559303099846, 61.09315951202199, 37.49807510761305, 34.704200548322255, 29.285623461524068, 20.89123124423513, 15.653633086855624, 14.220294975664036 ], "effective_rank_participation": 37.778592431757254, "rank_for_90_percent": 231, "rank_for_99_percent": 256, "median_relative_gap": 3.0622584935119686e-10, "min_relative_gap_top20": 0.0015880669322484227 } }, "stages": { "spectral": { "accuracy": 0.53515625 }, "spectral_plus_refinement": { "accuracy": 0.953125, "energy": 0.6473816633224487, "energy_over_true": -0.003729983124082792 }, "random_start_refinement": [ { "accuracy": 0.0703125, "energy": 2.4565930366516113 } ] } }