{ "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": [ 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": [ 133.86809603238817, 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_eta0.3": { "accuracy": 0.39453125, "chance": 0.00390625 }, "grampa_eta0.5": { "accuracy": 0.46484375, "chance": 0.00390625 }, "grampa_eta1.0": { "accuracy": 0.5390625, "chance": 0.00390625 }, "grampa_eta2.0": { "accuracy": 0.5390625, "chance": 0.00390625 } }, "field_correlation_at_truth": 0.928480988366389 }