{ "protocol": "Polynomial-time spectral solvers on N x N relation fields; embedding dimensions are irrelevant by construction. The hidden shuffle is applied to the text field and used only to score the returned assignment.", "samples": 256, "spectra": { "visual": { "top_eigenvalues": [ 152.00729662305855, 101.78289257672924, 76.83849964762389, 73.51157103379062, 63.181538121292824, 57.712183627589305, 38.44138843684303, 34.64276988158139, 30.13505757827937, 26.087762377994547, 17.31312246244292, 15.36192641849806 ], "effective_rank_participation": 39.72347153885601, "rank_for_90_percent": 231, "rank_for_99_percent": 256, "median_relative_gap": 1.2104876347522635e-05, "min_relative_gap_top20": 0.002824515898045198 }, "text": { "top_eigenvalues": [ 133.86809603238817, 107.42968273502699, 97.43054104356617, 70.84732951921603, 67.52559303099846, 61.0931595120219, 37.49807510761304, 34.70420054832222, 29.285623461524054, 20.89123124423513, 15.653633086855598, 14.22029497566402 ], "effective_rank_participation": 37.778592431757225, "rank_for_90_percent": 231, "rank_for_99_percent": 256, "median_relative_gap": 3.0622586593801674e-10, "min_relative_gap_top20": 0.0015880669322487523 } }, "solvers": { "umeyama": { "accuracy": 0.0234375, "chance": 0.00390625 }, "grampa_eta0.5": { "accuracy": 0.06640625, "chance": 0.00390625 }, "grampa_eta1.0": { "accuracy": 0.07421875, "chance": 0.00390625 }, "grampa_eta2.0": { "accuracy": 0.0703125, "chance": 0.00390625 }, "grampa_eta3.0": { "accuracy": 0.0546875, "chance": 0.00390625 }, "grampa_eta5.0": { "accuracy": 0.05859375, "chance": 0.00390625 } }, "field_correlation_at_truth": 0.8100426279666444 }