add model

analogy.json

@@ -0,0 +1 @@
+{"distance_function": "cosine_similarity", "sat/test": 0.44510385756676557, "sat/valid": 0.32432432432432434, "u2/test": 0.4473684210526316, "u2/valid": 0.5, "u4/test": 0.49537037037037035, "u4/valid": 0.4791666666666667, "google/test": 0.878, "google/valid": 0.92, "bats/test": 0.6120066703724292, "bats/valid": 0.6733668341708543, "sat_full": 0.43315508021390375}

classification.json

@@ -0,0 +1 @@
+{"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": 0.8796142835618502, "test/f1_macro": 0.8747731277585521, "test/f1_micro": 0.8796142835618503, "test/p_macro": 0.867803027320293, "test/p_micro": 0.8796142835618502, "test/r_macro": 0.8905313575667533, "test/r_micro": 0.8796142835618502}, "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": 0.8394366197183099, "test/f1_macro": 0.6300385764057015, "test/f1_micro": 0.8394366197183099, "test/p_macro": 0.7612975028529513, "test/p_micro": 0.8394366197183099, "test/r_macro": 0.5754014171957137, "test/r_micro": 0.8394366197183099}, "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": 0.6749729144095341, "test/f1_macro": 0.6626586846228053, "test/f1_micro": 0.6749729144095341, "test/p_macro": 0.6795576378352907, "test/p_micro": 0.6749729144095341, "test/r_macro": 0.6586879181352056, "test/r_micro": 0.6749729144095341}, "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": 0.9191069068651319, "test/f1_macro": 0.8114897599095089, "test/f1_micro": 0.9191069068651319, "test/p_macro": 0.8731084086441294, "test/p_micro": 0.9191069068651319, "test/r_macro": 0.7942424184079003, "test/r_micro": 0.9191069068651319}, "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": 0.8921968035098715, "test/f1_macro": 0.8854495217016495, "test/f1_micro": 0.8921968035098715, "test/p_macro": 0.9019881186088542, "test/p_micro": 0.8921968035098715, "test/r_macro": 0.8756919365741078, "test/r_micro": 0.8921968035098715}}

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "roberta-base",
+  "_name_or_path": "relbert-roberta-base-semeval2012-v6-mask-prompt-d-triplet-2",
   "architectures": [
     "RobertaModel"
   ],

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.6089087301587301, "prediction": [{"source": ["solar system", "sun", "planet", "mass", "attracts", "revolves", "gravity"], "true": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "pred": ["atom", "electron", "nucleus", "charge", "attracts", "revolves", "electromagnetism"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9991700759558134, "similarity_true": 0.9991327531711038}, {"source": ["water", "flows", "pressure", "water tower", "bucket", "filling", "emptying", "hydrodynamics"], "true": ["heat", "transfers", "temperature", "burner", "kettle", "heating", "cooling", "thermodynamics"], "pred": ["temperature", "transfers", "heat", "kettle", "burner", "cooling", "heating", "thermodynamics"], "alignment_match": false, "accuracy": 0.25, "similarity": 0.998345729485025, "similarity_true": 0.9982991350609787}, {"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": 0.9983984619434928, "similarity_true": 0.9983984619434928}, {"source": ["combustion", "fire", "fuel", "burning", "hot", "intense", "oxygen", "carbon dioxide"], "true": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "pred": ["respiration", "food", "animal", "breathing", "vigorous", "living", "oxygen", "carbon dioxide"], "alignment_match": false, "accuracy": 0.5, "similarity": 0.9991047822040733, "similarity_true": 0.9990426783142188}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["red", "dim", "light", "reflects", "bright", "violet", "lens"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9986760190837336, "similarity_true": 0.9985887247216763}, {"source": ["projectile", "trajectory", "earth", "parabolic", "air", "gravity", "attracts"], "true": ["planet", "orbit", "sun", "elliptical", "space", "gravity", "attracts"], "pred": ["sun", "orbit", "planet", "elliptical", "space", "gravity", "attracts"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9993002928517289, "similarity_true": 0.9991692948660027}, {"source": ["breeds", "selection", "conformance", "artificial", "popularity", "breeding", "domesticated"], "true": ["species", "competition", "adaptation", "natural", "fitness", "mating", "wild"], "pred": ["species", "adaptation", "fitness", "wild", "competition", "mating", "natural"], "alignment_match": false, "accuracy": 0.2857142857142857, "similarity": 0.9986822082337106, "similarity_true": 0.9985828662117193}, {"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": 0.9986982404946152, "similarity_true": 0.9986982404946152}, {"source": ["computer", "processing", "erasing", "write", "read", "memory", "outputs", "inputs", "bug"], "true": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "pred": ["mind", "thinking", "forgetting", "remember", "memorize", "memory", "senses", "muscles", "mistake"], "alignment_match": false, "accuracy": 0.5555555555555556, "similarity": 0.9986533241539061, "similarity_true": 0.9985733389171653}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["genes", "bacteria", "reproducing", "mutating", "dying"], "alignment_match": false, "accuracy": 0.2, "similarity": 0.9977696868765741, "similarity_true": 0.9977645967140081}, {"source": ["war", "soldier", "destroy", "fighting", "defeat", "attacks", "weapon"], "true": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "pred": ["logic", "debater", "refute", "arguing", "acceptance", "criticizes", "argument"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9983273100597425, "similarity_true": 0.9983040691676387}, {"source": ["buyer", "merchandise", "buying", "selling", "returning", "valuable", "worthless"], "true": ["believer", "belief", "accepting", "advocating", "rejecting", "true", "false"], "pred": ["believer", "belief", "advocating", "rejecting", "accepting", "true", "false"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.9985722264176183, "similarity_true": 0.9983430974907469}, {"source": ["foundations", "buildings", "supporting", "solid", "weak", "crack"], "true": ["reasons", "theories", "confirming", "rational", "dubious", "flaw"], "pred": ["reasons", "theories", "confirming", "rational", "dubious", "flaw"], "alignment_match": true, "accuracy": 1, "similarity": 0.9984883883687441, "similarity_true": 0.9984883883687441}, {"source": ["obstructions", "destination", "route", "traveller", "traveling", "companion", "arriving"], "true": ["difficulties", "goal", "plan", "person", "problem solving", "partner", "succeeding"], "pred": ["difficulties", "goal", "plan", "person", "problem solving", "partner", "succeeding"], "alignment_match": true, "accuracy": 1, "similarity": 0.9981648186528091, "similarity_true": 0.9981648186528091}, {"source": ["money", "allocate", "budget", "effective", "cheap", "expansive"], "true": ["time", "invest", "schedule", "efficient", "quick", "slow"], "pred": ["time", "invest", "schedule", "efficient", "slow", "quick"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.998766615180344, "similarity_true": 0.9987311460979706}, {"source": ["seeds", "planted", "fruitful", "fruit", "grow", "wither", "blossom"], "true": ["ideas", "inspired", "productive", "product", "develop", "fail", "succeed"], "pred": ["ideas", "develop", "productive", "product", "succeed", "fail", "inspired"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.9984927843304812, "similarity_true": 0.9984405558002455}, {"source": ["machine", "working", "turned on", "turned off", "broken", "power", "repair"], "true": ["mind", "thinking", "awake", "asleep", "confused", "intelligence", "therapy"], "pred": ["mind", "therapy", "awake", "asleep", "confused", "intelligence", "thinking"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9982377361544902, "similarity_true": 0.9981606103662002}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["understand", "analyze", "idea", "trivial", "important"], "alignment_match": false, "accuracy": 0, "similarity": 0.9976538126231858, "similarity_true": 0.9975073551837677}, {"source": ["follow", "leader", "path", "follower", "lost", "wanders", "twisted", "straight"], "true": ["understand", "speaker", "argument", "listener", "misunderstood", "digresses", "complicated", "simple"], "pred": ["understand", "speaker", "argument", "listener", "simple", "digresses", "misunderstood", "complicated"], "alignment_match": false, "accuracy": 0.625, "similarity": 0.9985351260838202, "similarity_true": 0.9984486601598247}, {"source": ["seeing", "light", "illuminating", "darkness", "view", "hidden"], "true": ["understanding", "knowledge", "explaining", "confusion", "interpretation", "secret"], "pred": ["knowledge", "understanding", "explaining", "confusion", "interpretation", "secret"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.998901477817289, "similarity_true": 0.9988857462017631}]}