{ "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": [ 131.9733951031643, 102.68001994963234, 89.4646292285497, 76.91086849603083, 66.93246957140099, 62.97124586323505, 44.44681912338148, 39.55790897090187, 30.658761727192164, 28.532799632416502, 17.341306194830466, 17.110696702176625 ], "effective_rank_participation": 43.68908466091624, "rank_for_90_percent": 231, "rank_for_99_percent": 256, "median_relative_gap": 2.4790524440157122e-05, "min_relative_gap_top20": 0.0017473938021642316 }, "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": 0.015625, "chance": 0.00390625 }, "grampa_eta0.5": { "accuracy": 0.0234375, "chance": 0.00390625 }, "grampa_eta1.0": { "accuracy": 0.03515625, "chance": 0.00390625 }, "grampa_eta2.0": { "accuracy": 0.02734375, "chance": 0.00390625 }, "grampa_eta4.0": { "accuracy": 0.03125, "chance": 0.00390625 } }, "field_correlation_at_truth": 0.808082009691093 }