add model

analogy.json

@@ -0,0 +1 @@
+{"distance_function": "cosine_similarity", "sat/test": 0.29080118694362017, "sat/valid": 0.2972972972972973, "u2/test": 0.33771929824561403, "u2/valid": 0.3333333333333333, "u4/test": 0.3263888888888889, "u4/valid": 0.3333333333333333, "google/test": 0.486, "google/valid": 0.6, "bats/test": 0.3913285158421345, "bats/valid": 0.4371859296482412, "sat_full": 0.2914438502673797}

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": 0.8392345939430466, "test/f1_macro": 0.8259066607574465, "test/f1_micro": 0.8392345939430466, "test/p_macro": 0.8351853378971957, "test/p_micro": 0.8392345939430466, "test/r_macro": 0.8364325158781803, "test/r_micro": 0.8392345939430466}, "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": 0.7570422535211268, "test/f1_macro": 0.43666662077729007, "test/f1_micro": 0.7570422535211268, "test/p_macro": 0.5495773537323905, "test/p_micro": 0.7570422535211268, "test/r_macro": 0.4863108537634105, "test/r_micro": 0.7570422535211268}, "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": 0.5926327193932828, "test/f1_macro": 0.5763337381530251, "test/f1_micro": 0.5926327193932828, "test/p_macro": 0.6586762806693441, "test/p_micro": 0.5926327193932828, "test/r_macro": 0.5522245772736144, "test/r_micro": 0.5926327193932828}, "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": 0.9392780134937748, "test/f1_macro": 0.8298559683420568, "test/f1_micro": 0.9392780134937748, "test/p_macro": 0.8924318927020789, "test/p_micro": 0.9392780134937748, "test/r_macro": 0.7886668330213, "test/r_micro": 0.9392780134937748}, "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": 0.8934503290504544, "test/f1_macro": 0.8858359126040442, "test/f1_micro": 0.8934503290504543, "test/p_macro": 0.8964157537802077, "test/p_micro": 0.8934503290504544, "test/r_macro": 0.8802958722857076, "test/r_micro": 0.8934503290504544}}

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "roberta-large",
+  "_name_or_path": "roberta-large-semeval2012-mask-prompt-c-nce-classification",
   "architectures": [
     "RobertaModel"
   ],

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.5331547619047619, "prediction": [{"source": ["solar system", "sun", "planet", "mass", "attracts", "revolves", "gravity"], "true": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "pred": ["electromagnetism", "nucleus", "atom", "electron", "attracts", "revolves", "charge"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9987654767308524, "similarity_true": 0.998532027032398}, {"source": ["water", "flows", "pressure", "water tower", "bucket", "filling", "emptying", "hydrodynamics"], "true": ["heat", "transfers", "temperature", "burner", "kettle", "heating", "cooling", "thermodynamics"], "pred": ["heat", "transfers", "temperature", "burner", "kettle", "heating", "cooling", "thermodynamics"], "alignment_match": true, "accuracy": 1, "similarity": 0.9986499543125399, "similarity_true": 0.9986499543125399}, {"source": ["waves", "shore", "reflects", "water", "breakwater", "rough", "calm", "crashing"], "true": ["sounds", "wall", "echoes", "air", "insulation", "loud", "quiet", "vibrating"], "pred": ["insulation", "wall", "quiet", "air", "vibrating", "loud", "echoes", "sounds"], "alignment_match": false, "accuracy": 0.375, "similarity": 0.9982850610943069, "similarity_true": 0.9980750937926961}, {"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", "living", "vigorous", "oxygen", "carbon dioxide"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.9994065302971626, "similarity_true": 0.9993619122606978}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "reflects", "dim", "violet", "bright", "red", "lens"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9982138201667108, "similarity_true": 0.9980548758736825}, {"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": 0.9994702407407899, "similarity_true": 0.9994702407407899}, {"source": ["breeds", "selection", "conformance", "artificial", "popularity", "breeding", "domesticated"], "true": ["species", "competition", "adaptation", "natural", "fitness", "mating", "wild"], "pred": ["species", "adaptation", "fitness", "natural", "competition", "mating", "wild"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.9984038788215859, "similarity_true": 0.9981965543070885}, {"source": ["ball", "billiards", "speed", "table", "bouncing", "moving", "slow", "fast"], "true": ["molecules", "gas", "temperature", "container", "pressing", "moving", "cold", "hot"], "pred": ["gas", "pressing", "molecules", "container", "hot", "moving", "cold", "temperature"], "alignment_match": false, "accuracy": 0.375, "similarity": 0.9985179785807581, "similarity_true": 0.9983441995795876}, {"source": ["computer", "processing", "erasing", "write", "read", "memory", "outputs", "inputs", "bug"], "true": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "pred": ["mind", "thinking", "memorize", "remember", "forgetting", "memory", "muscles", "senses", "mistake"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.997941603222256, "similarity_true": 0.9978876969049333}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["mutating", "reproducing", "genes", "bacteria", "dying"], "alignment_match": false, "accuracy": 0.2, "similarity": 0.9970882559243638, "similarity_true": 0.9965475529746326}, {"source": ["war", "soldier", "destroy", "fighting", "defeat", "attacks", "weapon"], "true": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "pred": ["logic", "acceptance", "refute", "arguing", "argument", "debater", "criticizes"], "alignment_match": false, "accuracy": 0.2857142857142857, "similarity": 0.9973069957930438, "similarity_true": 0.9968558497122613}, {"source": ["buyer", "merchandise", "buying", "selling", "returning", "valuable", "worthless"], "true": ["believer", "belief", "accepting", "advocating", "rejecting", "true", "false"], "pred": ["believer", "true", "accepting", "belief", "rejecting", "advocating", "false"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.9978738791583808, "similarity_true": 0.9976901442007649}, {"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": 0.9981248833654971, "similarity_true": 0.9980237752468138}, {"source": ["obstructions", "destination", "route", "traveller", "traveling", "companion", "arriving"], "true": ["difficulties", "goal", "plan", "person", "problem solving", "partner", "succeeding"], "pred": ["difficulties", "succeeding", "plan", "person", "partner", "problem solving", "goal"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9977638137095398, "similarity_true": 0.9976393579387477}, {"source": ["money", "allocate", "budget", "effective", "cheap", "expansive"], "true": ["time", "invest", "schedule", "efficient", "quick", "slow"], "pred": ["schedule", "invest", "time", "efficient", "quick", "slow"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.9979768056341143, "similarity_true": 0.9977327886830069}, {"source": ["seeds", "planted", "fruitful", "fruit", "grow", "wither", "blossom"], "true": ["ideas", "inspired", "productive", "product", "develop", "fail", "succeed"], "pred": ["ideas", "inspired", "productive", "succeed", "fail", "develop", "product"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9974398680366824, "similarity_true": 0.9972880117471321}, {"source": ["machine", "working", "turned on", "turned off", "broken", "power", "repair"], "true": ["mind", "thinking", "awake", "asleep", "confused", "intelligence", "therapy"], "pred": ["intelligence", "therapy", "awake", "asleep", "confused", "mind", "thinking"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9977854906136729, "similarity_true": 0.9968820808262084}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["trivial", "understand", "analyze", "important", "idea"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.9964348334088171, "similarity_true": 0.9952491822309822}, {"source": ["follow", "leader", "path", "follower", "lost", "wanders", "twisted", "straight"], "true": ["understand", "speaker", "argument", "listener", "misunderstood", "digresses", "complicated", "simple"], "pred": ["simple", "argument", "listener", "understand", "complicated", "digresses", "misunderstood", "speaker"], "alignment_match": false, "accuracy": 0.125, "similarity": 0.9974659518667394, "similarity_true": 0.9971872213352307}, {"source": ["seeing", "light", "illuminating", "darkness", "view", "hidden"], "true": ["understanding", "knowledge", "explaining", "confusion", "interpretation", "secret"], "pred": ["explaining", "knowledge", "understanding", "confusion", "interpretation", "secret"], "alignment_match": false, "accuracy": 0.6666666666666666, "similarity": 0.9979814462667065, "similarity_true": 0.9978234918896663}]}