| {"lexical_relation_classification/BLESS": {"classifier_config": {"activation": "relu", "alpha": 0.0001, "batch_size": "auto", "beta_1": 0.9, "beta_2": 0.999, "early_stopping": false, "epsilon": 1e-08, "hidden_layer_sizes": [100], "learning_rate": "constant", "learning_rate_init": 0.001, "max_fun": 15000, "max_iter": 200, "momentum": 0.9, "n_iter_no_change": 10, "nesterovs_momentum": true, "power_t": 0.5, "random_state": 0, "shuffle": true, "solver": "adam", "tol": 0.0001, "validation_fraction": 0.1, "verbose": false, "warm_start": false}, "test/accuracy": 0.893174627090553, "test/f1_macro": 0.8930103376872522, "test/f1_micro": 0.893174627090553, "test/p_macro": 0.8769667616715443, "test/p_micro": 0.893174627090553, "test/r_macro": 0.9134767381633374, "test/r_micro": 0.893174627090553, "test/f1/attri": 0.9094736842105263, "test/p/attri": 0.8888888888888888, "test/r/attri": 0.9310344827586207, "test/f1/coord": 0.9519071310116086, "test/p/coord": 0.9288025889967637, "test/r/coord": 0.9761904761904762, "test/f1/event": 0.8120740019474197, "test/p/event": 0.7588717015468608, "test/r/event": 0.8732984293193717, "test/f1/hyper": 0.932761087267525, "test/p/hyper": 0.9340974212034384, "test/r/hyper": 0.9314285714285714, "test/f1/mero": 0.8426270136307311, "test/p/mero": 0.783410138248848, "test/r/mero": 0.9115281501340483, "test/f1/random": 0.9092191080557024, "test/p/random": 0.9677298311444653, "test/r/random": 0.8573803191489362}, "lexical_relation_classification/CogALexV": {"classifier_config": {"activation": "relu", "alpha": 0.0001, "batch_size": "auto", "beta_1": 0.9, "beta_2": 0.999, "early_stopping": false, "epsilon": 1e-08, "hidden_layer_sizes": [100], "learning_rate": "constant", "learning_rate_init": 0.001, "max_fun": 15000, "max_iter": 200, "momentum": 0.9, "n_iter_no_change": 10, "nesterovs_momentum": true, "power_t": 0.5, "random_state": 0, "shuffle": true, "solver": "adam", "tol": 0.0001, "validation_fraction": 0.1, "verbose": false, "warm_start": false}, "test/accuracy": 0.828169014084507, "test/f1_macro": 0.635622257984698, "test/f1_micro": 0.828169014084507, "test/p_macro": 0.6533963907120769, "test/p_micro": 0.828169014084507, "test/r_macro": 0.6223812518853498, "test/r_micro": 0.828169014084507, "test/f1/ANT": 0.6611570247933883, "test/p/ANT": 0.6557377049180327, "test/r/ANT": 0.6666666666666666, "test/f1/HYPER": 0.5735512630014858, "test/p/HYPER": 0.6632302405498282, "test/r/HYPER": 0.5052356020942408, "test/f1/PART_OF": 0.6227272727272727, "test/p/PART_OF": 0.6342592592592593, "test/r/PART_OF": 0.6116071428571429, "test/f1/RANDOM": 0.9215434083601286, "test/p/RANDOM": 0.9066751028155647, "test/r/RANDOM": 0.9369074861065708, "test/f1/SYN": 0.3991323210412147, "test/p/SYN": 0.40707964601769914, "test/r/SYN": 0.39148936170212767}, "lexical_relation_classification/EVALution": {"classifier_config": {"activation": "relu", "alpha": 0.0001, "batch_size": "auto", "beta_1": 0.9, "beta_2": 0.999, "early_stopping": false, "epsilon": 1e-08, "hidden_layer_sizes": [100], "learning_rate": "constant", "learning_rate_init": 0.001, "max_fun": 15000, "max_iter": 200, "momentum": 0.9, "n_iter_no_change": 10, "nesterovs_momentum": true, "power_t": 0.5, "random_state": 0, "shuffle": true, "solver": "adam", "tol": 0.0001, "validation_fraction": 0.1, "verbose": false, "warm_start": false}, "test/accuracy": 0.6473456121343445, "test/f1_macro": 0.6272978919061384, "test/f1_micro": 0.6473456121343445, "test/p_macro": 0.6379993388182703, "test/p_micro": 0.6473456121343445, "test/r_macro": 0.6283944073527691, "test/r_micro": 0.6473456121343445, "test/f1/Antonym": 0.745049504950495, "test/p/Antonym": 0.7659033078880407, "test/r/Antonym": 0.7253012048192771, "test/f1/HasA": 0.6987179487179488, "test/p/HasA": 0.6411764705882353, "test/r/HasA": 0.7676056338028169, "test/f1/HasProperty": 0.8115501519756838, "test/p/HasProperty": 0.7946428571428571, "test/r/HasProperty": 0.8291925465838509, "test/f1/IsA": 0.6021505376344087, "test/p/IsA": 0.5460992907801419, "test/r/IsA": 0.6710239651416122, "test/f1/MadeOf": 0.543046357615894, "test/p/MadeOf": 0.6307692307692307, "test/r/MadeOf": 0.47674418604651164, "test/f1/PartOf": 0.671280276816609, "test/p/PartOf": 0.6736111111111112, "test/r/PartOf": 0.6689655172413793, "test/f1/Synonym": 0.31929046563192903, "test/p/Synonym": 0.41379310344827586, "test/r/Synonym": 0.259927797833935}, "lexical_relation_classification/K&H+N": {"classifier_config": {"activation": "relu", "alpha": 0.0001, "batch_size": "auto", "beta_1": 0.9, "beta_2": 0.999, "early_stopping": false, "epsilon": 1e-08, "hidden_layer_sizes": [100], "learning_rate": "constant", "learning_rate_init": 0.001, "max_fun": 15000, "max_iter": 200, "momentum": 0.9, "n_iter_no_change": 10, "nesterovs_momentum": true, "power_t": 0.5, "random_state": 0, "shuffle": true, "solver": "adam", "tol": 0.0001, "validation_fraction": 0.1, "verbose": false, "warm_start": false}, "test/accuracy": 0.9520762328719482, "test/f1_macro": 0.8665439837723805, "test/f1_micro": 0.9520762328719482, "test/p_macro": 0.883226419598165, "test/p_micro": 0.9520762328719482, "test/r_macro": 0.8522903227547688, "test/r_micro": 0.9520762328719482, "test/f1/false": 0.9600705934259873, "test/p/false": 0.9525755143732672, "test/r/false": 0.967684553809665, "test/f1/hypo": 0.9270428015564203, "test/p/hypo": 0.9398422090729783, "test/r/hypo": 0.9145873320537428, "test/f1/mero": 0.6199095022624435, "test/p/mero": 0.6782178217821783, "test/r/mero": 0.5708333333333333, "test/f1/sibl": 0.9591530378446709, "test/p/sibl": 0.9622701331642359, "test/r/sibl": 0.9560560718223342}, "lexical_relation_classification/ROOT09": {"classifier_config": {"activation": "relu", "alpha": 0.0001, "batch_size": "auto", "beta_1": 0.9, "beta_2": 0.999, "early_stopping": false, "epsilon": 1e-08, "hidden_layer_sizes": [100], "learning_rate": "constant", "learning_rate_init": 0.001, "max_fun": 15000, "max_iter": 200, "momentum": 0.9, "n_iter_no_change": 10, "nesterovs_momentum": true, "power_t": 0.5, "random_state": 0, "shuffle": true, "solver": "adam", "tol": 0.0001, "validation_fraction": 0.1, "verbose": false, "warm_start": false}, "test/accuracy": 0.8824819805703541, "test/f1_macro": 0.8753300511142968, "test/f1_micro": 0.8824819805703541, "test/p_macro": 0.8890447043219271, "test/p_micro": 0.8824819805703541, "test/r_macro": 0.867841782002778, "test/r_micro": 0.8824819805703541, "test/f1/COORD": 0.9745145631067961, "test/p/COORD": 0.9651442307692307, "test/r/COORD": 0.9840686274509803, "test/f1/HYPER": 0.7605442176870748, "test/p/HYPER": 0.8456883509833586, "test/r/HYPER": 0.6909765142150803, "test/f1/RANDOM": 0.8909313725490197, "test/p/RANDOM": 0.856301531213192, "test/r/RANDOM": 0.9284802043422733}} |