add model

analogy.json

@@ -0,0 +1 @@
+{"distance_function": "cosine_similarity", "sat/test": 0.44510385756676557, "sat/valid": 0.35135135135135137, "u2/test": 0.41228070175438597, "u2/valid": 0.4166666666666667, "u4/test": 0.4305555555555556, "u4/valid": 0.5625, "google/test": 0.764, "google/valid": 0.92, "bats/test": 0.6453585325180656, "bats/valid": 0.7085427135678392, "sat_full": 0.4358288770053476}

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": 0.891969263221335, "test/f1_macro": 0.8861553769138059, "test/f1_micro": 0.891969263221335, "test/p_macro": 0.8889389675025661, "test/p_micro": 0.891969263221335, "test/r_macro": 0.8863259116477124, "test/r_micro": 0.891969263221335}, "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": 0.7784037558685446, "test/f1_macro": 0.5482893350573881, "test/f1_micro": 0.7784037558685445, "test/p_macro": 0.5610666400772406, "test/p_micro": 0.7784037558685446, "test/r_macro": 0.5374460490702194, "test/r_micro": 0.7784037558685446}, "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": 0.6121343445287107, "test/f1_macro": 0.5872535272466797, "test/f1_micro": 0.6121343445287107, "test/p_macro": 0.6014604776495188, "test/p_micro": 0.6121343445287107, "test/r_macro": 0.5800306644382527, "test/r_micro": 0.6121343445287107}, "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": 0.9549280100159978, "test/f1_macro": 0.8679160068348847, "test/f1_micro": 0.9549280100159978, "test/p_macro": 0.8883298567253899, "test/p_micro": 0.9549280100159978, "test/r_macro": 0.8499776055069845, "test/r_micro": 0.9549280100159978}, "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": 0.8567847069884049, "test/f1_macro": 0.8549220771705669, "test/f1_micro": 0.8567847069884049, "test/p_macro": 0.854673979560685, "test/p_micro": 0.8567847069884049, "test/r_macro": 0.8552596400113578, "test/r_micro": 0.8567847069884049}}

config.json

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

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.763452380952381, "prediction": [{"source": ["solar system", "sun", "planet", "mass", "attracts", "revolves", "gravity"], "true": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "pred": ["nucleus", "electron", "atom", "electromagnetism", "attracts", "revolves", "charge"], "alignment_match": false, "accuracy": 0.2857142857142857, "similarity": 0.9692211477538506, "similarity_true": 0.9626890801744926}, {"source": ["water", "flows", "pressure", "water tower", "bucket", "filling", "emptying", "hydrodynamics"], "true": ["heat", "transfers", "temperature", "burner", "kettle", "heating", "cooling", "thermodynamics"], "pred": ["temperature", "transfers", "heat", "burner", "kettle", "heating", "cooling", "thermodynamics"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.8627975438361205, "similarity_true": 0.8620221678835627}, {"source": ["waves", "shore", "reflects", "water", "breakwater", "rough", "calm", "crashing"], "true": ["sounds", "wall", "echoes", "air", "insulation", "loud", "quiet", "vibrating"], "pred": ["sounds", "air", "echoes", "wall", "insulation", "loud", "quiet", "vibrating"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.8742560648763417, "similarity_true": 0.8734015442262562}, {"source": ["combustion", "fire", "fuel", "burning", "hot", "intense", "oxygen", "carbon dioxide"], "true": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "pred": ["breathing", "animal", "food", "respiration", "living", "vigorous", "oxygen", "carbon dioxide"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.9624959566967805, "similarity_true": 0.9622602271345202}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "dim", "violet", "reflects", "bright", "red", "lens"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.8657589578339264, "similarity_true": 0.8582556502400056}, {"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": 0.9763966291474412, "similarity_true": 0.9670497727376911}, {"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": 0.8875481998746718, "similarity_true": 0.8822643908701516}, {"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": 0.9395296841537512, "similarity_true": 0.9395296841537512}, {"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": 0.934927765875611, "similarity_true": 0.934927765875611}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["bacteria", "genes", "mutating", "reproducing", "dying"], "alignment_match": true, "accuracy": 1, "similarity": 0.8170618226691533, "similarity_true": 0.8170618226691533}, {"source": ["war", "soldier", "destroy", "fighting", "defeat", "attacks", "weapon"], "true": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "pred": ["argument", "acceptance", "refute", "arguing", "debater", "criticizes", "logic"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.8442594306446857, "similarity_true": 0.8442178108789767}, {"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": 0.8851646714817468, "similarity_true": 0.8829776984763064}, {"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": 0.8428067198396074, "similarity_true": 0.8428067198396074}, {"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": 0.8602879076483305, "similarity_true": 0.8602879076483305}, {"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": 0.9041420401371656, "similarity_true": 0.9030155542341252}, {"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": 0.9023022942430203, "similarity_true": 0.9023022942430203}, {"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": 0.853340858690569, "similarity_true": 0.853340858690569}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["idea", "analyze", "trivial", "important", "understand"], "alignment_match": false, "accuracy": 0.4, "similarity": 0.7916720326800639, "similarity_true": 0.7886034804170724}, {"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": 0.8650010051003307, "similarity_true": 0.8650010051003307}, {"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": 0.8564442084240602, "similarity_true": 0.8559263556306609}]}