add model

analogy.json

@@ -0,0 +1 @@
+{"distance_function": "cosine_similarity", "sat/test": 0.33827893175074186, "sat/valid": 0.24324324324324326, "u2/test": 0.3684210526315789, "u2/valid": 0.375, "u4/test": 0.35648148148148145, "u4/valid": 0.375, "google/test": 0.49, "google/valid": 0.52, "bats/test": 0.48360200111172874, "bats/valid": 0.4623115577889447, "sat_full": 0.32887700534759357}

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": 0.8271809552508663, "test/f1_macro": 0.8139940994079059, "test/f1_micro": 0.8271809552508663, "test/p_macro": 0.8287331037501264, "test/p_micro": 0.8271809552508663, "test/r_macro": 0.8079559401073687, "test/r_micro": 0.8271809552508663}, "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": 0.7927230046948357, "test/f1_macro": 0.47757376520100464, "test/f1_micro": 0.7927230046948357, "test/p_macro": 0.5675480361659402, "test/p_micro": 0.7927230046948357, "test/r_macro": 0.45275618157209363, "test/r_micro": 0.7927230046948357}, "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": 0.5866738894907909, "test/f1_macro": 0.5099661171290004, "test/f1_micro": 0.5866738894907909, "test/p_macro": 0.6231504443436927, "test/p_micro": 0.5866738894907909, "test/r_macro": 0.5105218579827261, "test/r_micro": 0.5866738894907909}, "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": 0.8843291368157474, "test/f1_macro": 0.7260666016287155, "test/f1_micro": 0.8843291368157474, "test/p_macro": 0.7961664085074334, "test/p_micro": 0.8843291368157474, "test/r_macro": 0.7009380056044395, "test/r_micro": 0.8843291368157474}, "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": 0.8335944844876214, "test/f1_macro": 0.8285945038843159, "test/f1_micro": 0.8335944844876215, "test/p_macro": 0.8232419381191264, "test/p_micro": 0.8335944844876214, "test/r_macro": 0.8359266449919188, "test/r_micro": 0.8335944844876214}}

config.json

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

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.6770238095238095, "prediction": [{"source": ["solar system", "sun", "planet", "mass", "attracts", "revolves", "gravity"], "true": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "pred": ["electromagnetism", "electron", "atom", "nucleus", "attracts", "revolves", "charge"], "alignment_match": false, "accuracy": 0.2857142857142857, "similarity": 0.9998355750774819, "similarity_true": 0.9997947278935012}, {"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", "cooling", "heating", "thermodynamics"], "alignment_match": false, "accuracy": 0.5, "similarity": 0.9996991575822235, "similarity_true": 0.9996849239819263}, {"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": 0.9997031445524934, "similarity_true": 0.9997031445524934}, {"source": ["combustion", "fire", "fuel", "burning", "hot", "intense", "oxygen", "carbon dioxide"], "true": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "pred": ["animal", "respiration", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "alignment_match": false, "accuracy": 0.75, "similarity": 0.999762587908863, "similarity_true": 0.9997586592519739}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "dim", "bright", "violet", "red", "reflects", "lens"], "alignment_match": false, "accuracy": 0.2857142857142857, "similarity": 0.9996286837239687, "similarity_true": 0.9995924662893159}, {"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": 0.9998904716019714, "similarity_true": 0.9998691964771019}, {"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": 0.9997146200082424, "similarity_true": 0.9997146200082424}, {"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": 0.9996914279949615, "similarity_true": 0.9996914279949615}, {"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": 0.9996871080451107, "similarity_true": 0.9996657557584926}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["genes", "bacteria", "dying", "reproducing", "mutating"], "alignment_match": false, "accuracy": 0.2, "similarity": 0.9994040066618399, "similarity_true": 0.999353524392417}, {"source": ["war", "soldier", "destroy", "fighting", "defeat", "attacks", "weapon"], "true": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "pred": ["argument", "debater", "criticizes", "arguing", "refute", "acceptance", "logic"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.9993998336080092, "similarity_true": 0.9993814797756627}, {"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": 0.9994546881793631, "similarity_true": 0.9994079809644653}, {"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": 0.9994015255637051, "similarity_true": 0.9993960636179431}, {"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": 0.9996546351616996, "similarity_true": 0.9996546351616996}, {"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": 0.9995653048462373, "similarity_true": 0.9995653048462373}, {"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": 0.9995268281662784, "similarity_true": 0.9995268281662784}, {"source": ["machine", "working", "turned on", "turned off", "broken", "power", "repair"], "true": ["mind", "thinking", "awake", "asleep", "confused", "intelligence", "therapy"], "pred": ["therapy", "intelligence", "awake", "asleep", "confused", "mind", "thinking"], "alignment_match": false, "accuracy": 0.42857142857142855, "similarity": 0.999241711926082, "similarity_true": 0.9991825082391453}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["idea", "important", "analyze", "trivial", "understand"], "alignment_match": false, "accuracy": 0.4, "similarity": 0.9991836232704925, "similarity_true": 0.9991594823654909}, {"source": ["follow", "leader", "path", "follower", "lost", "wanders", "twisted", "straight"], "true": ["understand", "speaker", "argument", "listener", "misunderstood", "digresses", "complicated", "simple"], "pred": ["understand", "argument", "speaker", "listener", "complicated", "digresses", "misunderstood", "simple"], "alignment_match": false, "accuracy": 0.5, "similarity": 0.9994801630175942, "similarity_true": 0.9994555496118827}, {"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": 0.9996203334355866, "similarity_true": 0.9996203334355866}]}