add model

analogy.json

@@ -0,0 +1 @@
+{"distance_function": "cosine_similarity", "sat/test": 0.6142433234421365, "sat/valid": 0.6216216216216216, "u2/test": 0.5701754385964912, "u2/valid": 0.6666666666666666, "u4/test": 0.6087962962962963, "u4/valid": 0.5416666666666666, "google/test": 0.924, "google/valid": 0.98, "bats/test": 0.8037798777098388, "bats/valid": 0.8291457286432161, "sat_full": 0.6149732620320856}

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": 0.9094470393249963, "test/f1_macro": 0.9075464147980409, "test/f1_micro": 0.9094470393249963, "test/p_macro": 0.8953766098316377, "test/p_micro": 0.9094470393249963, "test/r_macro": 0.9213839376885158, "test/r_micro": 0.9094470393249963}, "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": 0.8565727699530516, "test/f1_macro": 0.6937445342384516, "test/f1_micro": 0.8565727699530518, "test/p_macro": 0.719329207225743, "test/p_micro": 0.8565727699530516, "test/r_macro": 0.6723036326682357, "test/r_micro": 0.8565727699530516}, "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": 0.6803900325027086, "test/f1_macro": 0.6693294698602982, "test/f1_micro": 0.6803900325027086, "test/p_macro": 0.6774440103530408, "test/p_micro": 0.6803900325027086, "test/r_macro": 0.663048853451173, "test/r_micro": 0.6803900325027086}, "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": 0.950963344230368, "test/f1_macro": 0.868575100699731, "test/f1_micro": 0.950963344230368, "test/p_macro": 0.8725065638586968, "test/p_micro": 0.950963344230368, "test/r_macro": 0.8647582627516507, "test/r_micro": 0.950963344230368}, "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": 0.8947038545910373, "test/f1_macro": 0.8923187058489607, "test/f1_micro": 0.8947038545910373, "test/p_macro": 0.8932617963134682, "test/p_micro": 0.8947038545910373, "test/r_macro": 0.8914902486386577, "test/r_micro": 0.8947038545910373}}

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "roberta-large",
+  "_name_or_path": "relbert-roberta-large-semeval2012-average-prompt-b-loob",
   "architectures": [
     "RobertaModel"
   ],
@@ -25,7 +25,7 @@
     "template_mode": "manual"
   },
   "torch_dtype": "float32",
-  "transformers_version": "4.20.1",
+  "transformers_version": "4.21.2",
   "type_vocab_size": 1,
   "use_cache": true,
   "vocab_size": 50265

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:837c66a7bfab2d3293d1f0d3d46582ce7dd0637a66aa0adf0c1c8e525843201c
-size 1421572401
+oid sha256:d74d0b4eea9d5d5f1629b6a2b0efa92817be878b1e44b104549a5edd3c866ab0
+size 1421566897

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.8658134920634921, "prediction": [{"source": ["solar system", "sun", "planet", "mass", "attracts", "revolves", "gravity"], "true": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "pred": ["atom", "nucleus", "electron", "charge", "attracts", "revolves", "electromagnetism"], "alignment_match": true, "accuracy": 1, "similarity": 0.9999999995227109, "similarity_true": 0.9999999995227109}, {"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": 0.8927279126884566, "similarity_true": 0.8927279126884566}, {"source": ["waves", "shore", "reflects", "water", "breakwater", "rough", "calm", "crashing"], "true": ["sounds", "wall", "echoes", "air", "insulation", "loud", "quiet", "vibrating"], "pred": ["echoes", "sounds", "air", "insulation", "wall", "loud", "quiet", "vibrating"], "alignment_match": false, "accuracy": 0.375, "similarity": 0.8093966119569963, "similarity_true": 0.8088910087267356}, {"source": ["combustion", "fire", "fuel", "burning", "hot", "intense", "oxygen", "carbon dioxide"], "true": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "pred": ["respiration", "animal", "food", "breathing", "living", "vigorous", "oxygen", "carbon dioxide"], "alignment_match": true, "accuracy": 1, "similarity": 0.9999999996451935, "similarity_true": 0.9999999996451935}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "alignment_match": true, "accuracy": 1, "similarity": 0.9034481141246503, "similarity_true": 0.9034481141246503}, {"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": 0.9999999994945296, "similarity_true": 0.9999999994945296}, {"source": ["breeds", "selection", "conformance", "artificial", "popularity", "breeding", "domesticated"], "true": ["species", "competition", "adaptation", "natural", "fitness", "mating", "wild"], "pred": ["species", "competition", "fitness", "adaptation", "natural", "mating", "wild"], "alignment_match": false, "accuracy": 0.5714285714285714, "similarity": 0.8477913602716323, "similarity_true": 0.7357775775162798}, {"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": 0.9142745465994222, "similarity_true": 0.9142745465994222}, {"source": ["computer", "processing", "erasing", "write", "read", "memory", "outputs", "inputs", "bug"], "true": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "pred": ["mind", "forgetting", "memorize", "remember", "thinking", "memory", "muscles", "senses", "mistake"], "alignment_match": false, "accuracy": 0.5555555555555556, "similarity": 0.810028381442772, "similarity_true": 0.7851399483298135}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["bacteria", "genes", "reproducing", "mutating", "dying"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.7949341112607688, "similarity_true": 0.7652843518976469}, {"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": 0.7932962866241765, "similarity_true": 0.7932962866241765}, {"source": ["buyer", "merchandise", "buying", "selling", "returning", "valuable", "worthless"], "true": ["believer", "belief", "accepting", "advocating", "rejecting", "true", "false"], "pred": ["believer", "belief", "accepting", "rejecting", "advocating", "true", "false"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.8123399746642337, "similarity_true": 0.8086750440606787}, {"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": 0.7750370450993125, "similarity_true": 0.7750370450993125}, {"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": 0.8793338874211564, "similarity_true": 0.8793338874211564}, {"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": 0.8198049857593936, "similarity_true": 0.8198049857593936}, {"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": 0.8362378914292528, "similarity_true": 0.8362378914292528}, {"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": 0.7514131484774881, "similarity_true": 0.7514131484774881}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["idea", "understand", "analyze", "important", "trivial"], "alignment_match": true, "accuracy": 1, "similarity": 0.7810874688797705, "similarity_true": 0.7810874688797705}, {"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": 0.8369050858872925, "similarity_true": 0.8369050858872925}, {"source": ["seeing", "light", "illuminating", "darkness", "view", "hidden"], "true": ["understanding", "knowledge", "explaining", "confusion", "interpretation", "secret"], "pred": ["understanding", "explaining", "interpretation", "confusion", "knowledge", "secret"], "alignment_match": false, "accuracy": 0.5, "similarity": 0.7687799992421929, "similarity_true": 0.7574068125427978}]}

validation_loss.conceptnet_high_confidence.json

@@ -0,0 +1 @@
+{"validation_loss": 4.26256337291316, "validation_data": "relbert/conceptnet_high_confidence", "validation_data/exclude_relation": null, "train_loss": 5.656499218940735, "train_data": "relbert/conceptnet_high_confidence", "train_data/exclude_relation": null, "train_validation_loss": 4.977402268311916, "train_validation_data": "relbert/conceptnet_high_confidence", "train_validation_data/exclude_relation": null}