model update

analogy.json

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+{"distance_function": "cosine_similarity", "sat/test": 0.6468842729970327, "sat/valid": 0.6216216216216216, "u2/test": 0.543859649122807, "u2/valid": 0.5833333333333334, "u4/test": 0.5833333333333334, "u4/valid": 0.4583333333333333, "google/test": 0.898, "google/valid": 0.9, "bats/test": 0.7137298499166204, "bats/valid": 0.7487437185929648, "sat_full": 0.6443850267379679}

classification.json

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+{"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": 0.9153231881874341, "test/f1_macro": 0.910194305368961, "test/f1_micro": 0.9153231881874341, "test/p_macro": 0.9082745884864011, "test/p_micro": 0.9153231881874341, "test/r_macro": 0.9127350274541529, "test/r_micro": 0.9153231881874341}, "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": 0.854225352112676, "test/f1_macro": 0.6939611644499436, "test/f1_micro": 0.854225352112676, "test/p_macro": 0.7168383432967281, "test/p_micro": 0.854225352112676, "test/r_macro": 0.6769447870964518, "test/r_micro": 0.854225352112676}, "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": 0.6603466955579632, "test/f1_macro": 0.6449027403702262, "test/f1_micro": 0.6603466955579632, "test/p_macro": 0.6485738280811474, "test/p_micro": 0.6603466955579632, "test/r_macro": 0.6433374514798623, "test/r_micro": 0.6603466955579632}, "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": 0.9617444529456771, "test/f1_macro": 0.8891323512830197, "test/f1_micro": 0.9617444529456771, "test/p_macro": 0.889674915894861, "test/p_micro": 0.9617444529456771, "test/r_macro": 0.8886808706606838, "test/r_micro": 0.9617444529456771}, "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": 0.902851770604826, "test/f1_macro": 0.9021609534307928, "test/f1_micro": 0.902851770604826, "test/p_macro": 0.8964373876768487, "test/p_micro": 0.902851770604826, "test/r_macro": 0.9091565071897159, "test/r_micro": 0.902851770604826}}

relation_mapping.json

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+{"accuracy": 0.9064880952380953, "prediction": [{"source": ["solar system", "sun", "planet", "mass", "attracts", "revolves", "gravity"], "true": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "pred": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "alignment_match": true, "accuracy": 1, "similarity": 0.999999999566278, "similarity_true": 0.999999999566278}, {"source": ["water", "flows", "pressure", "water tower", "bucket", "filling", "emptying", "hydrodynamics"], "true": ["heat", "transfers", "temperature", "burner", "kettle", "heating", "cooling", "thermodynamics"], "pred": ["temperature", "heat", "transfers", "burner", "kettle", "heating", "cooling", "thermodynamics"], "alignment_match": false, "accuracy": 0.625, "similarity": 0.8791213806877081, "similarity_true": 0.8714869436204661}, {"source": ["waves", "shore", "reflects", "water", "breakwater", "rough", "calm", "crashing"], "true": ["sounds", "wall", "echoes", "air", "insulation", "loud", "quiet", "vibrating"], "pred": ["sounds", "wall", "echoes", "air", "insulation", "loud", "quiet", "vibrating"], "alignment_match": true, "accuracy": 1, "similarity": 0.8534258789047482, "similarity_true": 0.8534258789047482}, {"source": ["combustion", "fire", "fuel", "burning", "hot", "intense", "oxygen", "carbon dioxide"], "true": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "pred": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "alignment_match": true, "accuracy": 1, "similarity": 0.9999999996653061, "similarity_true": 0.9999999996653061}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "alignment_match": true, "accuracy": 1, "similarity": 0.8485949385452104, "similarity_true": 0.8485949385452104}, {"source": ["projectile", "trajectory", "earth", "parabolic", "air", "gravity", "attracts"], "true": ["planet", "orbit", "sun", "elliptical", "space", "gravity", "attracts"], "pred": ["planet", "orbit", "sun", "elliptical", "space", "gravity", "attracts"], "alignment_match": true, "accuracy": 1, "similarity": 0.9999999995967732, "similarity_true": 0.9999999995967732}, {"source": ["breeds", "selection", "conformance", "artificial", "popularity", "breeding", "domesticated"], "true": ["species", "competition", "adaptation", "natural", "fitness", "mating", "wild"], "pred": ["species", "competition", "adaptation", "natural", "fitness", "mating", "wild"], "alignment_match": true, "accuracy": 1, "similarity": 0.779989471013945, "similarity_true": 0.779989471013945}, {"source": ["ball", "billiards", "speed", "table", "bouncing", "moving", "slow", "fast"], "true": ["molecules", "gas", "temperature", "container", "pressing", "moving", "cold", "hot"], "pred": ["molecules", "gas", "temperature", "container", "pressing", "moving", "cold", "hot"], "alignment_match": true, "accuracy": 1, "similarity": 0.8920561088832373, "similarity_true": 0.8920561088832373}, {"source": ["computer", "processing", "erasing", "write", "read", "memory", "outputs", "inputs", "bug"], "true": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "pred": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "alignment_match": true, "accuracy": 1, "similarity": 0.8408538354080308, "similarity_true": 0.8408538354080308}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["bacteria", "genes", "reproducing", "mutating", "dying"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.8033854014655827, "similarity_true": 0.7902149028252924}, {"source": ["war", "soldier", "destroy", "fighting", "defeat", "attacks", "weapon"], "true": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "pred": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "alignment_match": true, "accuracy": 1, "similarity": 0.8269568184471064, "similarity_true": 0.8269568184471064}, {"source": ["buyer", "merchandise", "buying", "selling", "returning", "valuable", "worthless"], "true": ["believer", "belief", "accepting", "advocating", "rejecting", "true", "false"], "pred": ["believer", "belief", "accepting", "advocating", "rejecting", "true", "false"], "alignment_match": true, "accuracy": 1, "similarity": 0.8327831458184398, "similarity_true": 0.8327831458184398}, {"source": ["foundations", "buildings", "supporting", "solid", "weak", "crack"], "true": ["reasons", "theories", "confirming", "rational", "dubious", "flaw"], "pred": ["theories", "reasons", "confirming", "rational", "dubious", "flaw"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.7586385496846345, "similarity_true": 0.7506757404640214}, {"source": ["obstructions", "destination", "route", "traveller", "traveling", "companion", "arriving"], "true": ["difficulties", "goal", "plan", "person", "problem solving", "partner", "succeeding"], "pred": ["difficulties", "goal", "plan", "partner", "person", "problem solving", "succeeding"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.8184741768805925, "similarity_true": 0.8105503291870224}, {"source": ["money", "allocate", "budget", "effective", "cheap", "expansive"], "true": ["time", "invest", "schedule", "efficient", "quick", "slow"], "pred": ["time", "invest", "schedule", "quick", "efficient", "slow"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.806723165036361, "similarity_true": 0.8014187573481604}, {"source": ["seeds", "planted", "fruitful", "fruit", "grow", "wither", "blossom"], "true": ["ideas", "inspired", "productive", "product", "develop", "fail", "succeed"], "pred": ["ideas", "inspired", "productive", "product", "develop", "fail", "succeed"], "alignment_match": true, "accuracy": 1, "similarity": 0.8841092378285861, "similarity_true": 0.8841092378285861}, {"source": ["machine", "working", "turned on", "turned off", "broken", "power", "repair"], "true": ["mind", "thinking", "awake", "asleep", "confused", "intelligence", "therapy"], "pred": ["mind", "thinking", "awake", "asleep", "confused", "intelligence", "therapy"], "alignment_match": true, "accuracy": 1, "similarity": 0.8043450224007381, "similarity_true": 0.8043450224007381}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["idea", "understand", "analyze", "important", "trivial"], "alignment_match": true, "accuracy": 1, "similarity": 0.7361515349164328, "similarity_true": 0.7361515349164328}, {"source": ["follow", "leader", "path", "follower", "lost", "wanders", "twisted", "straight"], "true": ["understand", "speaker", "argument", "listener", "misunderstood", "digresses", "complicated", "simple"], "pred": ["understand", "speaker", "argument", "listener", "misunderstood", "digresses", "complicated", "simple"], "alignment_match": true, "accuracy": 1, "similarity": 0.8186441659017676, "similarity_true": 0.8186441659017676}, {"source": ["seeing", "light", "illuminating", "darkness", "view", "hidden"], "true": ["understanding", "knowledge", "explaining", "confusion", "interpretation", "secret"], "pred": ["understanding", "knowledge", "explaining", "confusion", "interpretation", "secret"], "alignment_match": true, "accuracy": 1, "similarity": 0.7661530814489184, "similarity_true": 0.7661530814489184}]}

validation_loss.conceptnet_high_confidence.json

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+{"validation_loss": 4.302578583359718, "validation_data": "relbert/conceptnet_high_confidence", "validation_data/exclude_relation": null, "train_loss": 5.588332962989807, "train_data": "relbert/conceptnet_high_confidence", "train_data/exclude_relation": null, "train_validation_loss": 4.96193980368284, "train_validation_data": "relbert/conceptnet_high_confidence", "train_validation_data/exclude_relation": null}