add model

analogy.json

@@ -0,0 +1 @@
+{"distance_function": "cosine_similarity", "sat/test": 0.3086053412462908, "sat/valid": 0.2972972972972973, "u2/test": 0.30701754385964913, "u2/valid": 0.3333333333333333, "u4/test": 0.3333333333333333, "u4/valid": 0.4166666666666667, "google/test": 0.374, "google/valid": 0.34, "bats/test": 0.3051695386325737, "bats/valid": 0.32160804020100503, "sat_full": 0.3074866310160428}

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": 0.765556727437095, "test/f1_macro": 0.7464969294423147, "test/f1_micro": 0.765556727437095, "test/p_macro": 0.7786949753471122, "test/p_micro": 0.765556727437095, "test/r_macro": 0.7253277825379117, "test/r_micro": 0.765556727437095}, "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": 0.7288732394366197, "test/f1_macro": 0.24039973246851537, "test/f1_micro": 0.7288732394366196, "test/p_macro": 0.5196251661039257, "test/p_micro": 0.7288732394366197, "test/r_macro": 0.23919118590923016, "test/r_micro": 0.7288732394366197}, "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": 0.5303358613217768, "test/f1_macro": 0.5113595358346474, "test/f1_micro": 0.5303358613217768, "test/p_macro": 0.5512473193960471, "test/p_micro": 0.5303358613217768, "test/r_macro": 0.5142163626417479, "test/r_micro": 0.5303358613217768}, "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": 0.8661055853098699, "test/f1_macro": 0.7421988907840384, "test/f1_micro": 0.8661055853098699, "test/p_macro": 0.8407813275455552, "test/p_micro": 0.8661055853098699, "test/r_macro": 0.7019020553253206, "test/r_micro": 0.8661055853098699}, "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": 0.7458476966468192, "test/f1_macro": 0.7286145088391289, "test/f1_micro": 0.7458476966468192, "test/p_macro": 0.7295938582613442, "test/p_micro": 0.7458476966468192, "test/r_macro": 0.7427806223136981, "test/r_micro": 0.7458476966468192}}

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "roberta-base",
+  "_name_or_path": "relbert-roberta-base-semeval2012-v6-mask-prompt-e-triplet-0",
   "architectures": [
     "RobertaModel"
   ],

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.7637698412698413, "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": 0.9992163005395894, "similarity_true": 0.9991157592171132}, {"source": ["water", "flows", "pressure", "water tower", "bucket", "filling", "emptying", "hydrodynamics"], "true": ["heat", "transfers", "temperature", "burner", "kettle", "heating", "cooling", "thermodynamics"], "pred": ["heat", "transfers", "burner", "temperature", "kettle", "heating", "cooling", "thermodynamics"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.999074587424837, "similarity_true": 0.9990555080343068}, {"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": 0.999233752377395, "similarity_true": 0.999233752377395}, {"source": ["combustion", "fire", "fuel", "burning", "hot", "intense", "oxygen", "carbon dioxide"], "true": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "pred": ["respiration", "living", "food", "breathing", "animal", "vigorous", "oxygen", "carbon dioxide"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.9992174944622719, "similarity_true": 0.9991206903940266}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "dim", "red", "reflects", "bright", "violet", "lens"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.9989308980373064, "similarity_true": 0.9988403546967998}, {"source": ["projectile", "trajectory", "earth", "parabolic", "air", "gravity", "attracts"], "true": ["planet", "orbit", "sun", "elliptical", "space", "gravity", "attracts"], "pred": ["orbit", "space", "planet", "elliptical", "sun", "gravity", "attracts"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.9994370122751097, "similarity_true": 0.9994211301871234}, {"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": 0.9993623269822685, "similarity_true": 0.9993623269822685}, {"source": ["ball", "billiards", "speed", "table", "bouncing", "moving", "slow", "fast"], "true": ["molecules", "gas", "temperature", "container", "pressing", "moving", "cold", "hot"], "pred": ["gas", "molecules", "temperature", "container", "pressing", "moving", "cold", "hot"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.9987402799243303, "similarity_true": 0.998627556923678}, {"source": ["computer", "processing", "erasing", "write", "read", "memory", "outputs", "inputs", "bug"], "true": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "pred": ["mind", "forgetting", "memorize", "thinking", "remember", "memory", "senses", "muscles", "mistake"], "alignment_match": false, "accuracy": 0.4444444444444444, "similarity": 0.9991798297507626, "similarity_true": 0.9990814283500712}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["bacteria", "genes", "mutating", "dying", "reproducing"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.9989332460072302, "similarity_true": 0.9989041041916805}, {"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": 0.9991649042319444, "similarity_true": 0.9991649042319444}, {"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": 0.9991999387191324, "similarity_true": 0.999171760660397}, {"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": 0.9991994105956049, "similarity_true": 0.9991994105956049}, {"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": 0.9991659636796112, "similarity_true": 0.9991659636796112}, {"source": ["money", "allocate", "budget", "effective", "cheap", "expansive"], "true": ["time", "invest", "schedule", "efficient", "quick", "slow"], "pred": ["time", "invest", "schedule", "efficient", "quick", "slow"], "alignment_match": true, "accuracy": 1, "similarity": 0.9990920744610992, "similarity_true": 0.9990920744610992}, {"source": ["seeds", "planted", "fruitful", "fruit", "grow", "wither", "blossom"], "true": ["ideas", "inspired", "productive", "product", "develop", "fail", "succeed"], "pred": ["ideas", "inspired", "productive", "product", "succeed", "fail", "develop"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9992503582864944, "similarity_true": 0.9992462481397641}, {"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": 0.9988982435630207, "similarity_true": 0.9988982435630207}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["analyze", "understand", "idea", "important", "trivial"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.9988481507722663, "similarity_true": 0.9988444954030995}, {"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": 0.9991078905093165, "similarity_true": 0.9991078905093165}, {"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": 0.9993775119256274, "similarity_true": 0.9993170515573906}]}