model update

README.md

@@ -14,7 +14,7 @@ model-index:
     metrics:
     - name: Accuracy
       type: accuracy
-      value: 0.8801984126984127
+      value: 0.8584126984126984
   - task:
       name: Analogy Questions (SAT full)
       type: multiple-choice-qa
@@ -173,7 +173,7 @@ It achieves the following results on the relation understanding tasks:
     - Micro F1 score on K&H+N: 0.9316269040829102
     - Micro F1 score on ROOT09: 0.8968975242870574
 - Relation Mapping ([dataset](https://huggingface.co/datasets/relbert/relation_mapping), [full result](https://huggingface.co/relbert/roberta-large-semeval2012-mask-prompt-b-nce/raw/main/relation_mapping.json)):
-    - Accuracy on Relation Mapping: 0.8801984126984127 
+    - Accuracy on Relation Mapping: 0.8584126984126984 
 
 
 ### Usage

relation_mapping.json

@@ -0,0 +1 @@
+{"accuracy": 0.8584126984126984, "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": 0.9999999003425173, "similarity_true": 0.9999999003425173}, {"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": 0.971620281085805, "similarity_true": 0.971620281085805}, {"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": 0.9543648717819687, "similarity_true": 0.9543648717819687}, {"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": 0.9999999000916945, "similarity_true": 0.9999999000916945}, {"source": ["sound", "low", "high", "echoes", "loud", "quiet", "horn"], "true": ["light", "red", "violet", "reflects", "bright", "dim", "lens"], "pred": ["light", "violet", "red", "reflects", "bright", "dim", "lens"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9774491862489935, "similarity_true": 0.9774491862489935}, {"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": 0.9999999000383689, "similarity_true": 0.9999999000383689}, {"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": 0.9460928819278297, "similarity_true": 0.9460928819278297}, {"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": 0.9660333628081659, "similarity_true": 0.9660333628081659}, {"source": ["computer", "processing", "erasing", "write", "read", "memory", "outputs", "inputs", "bug"], "true": ["mind", "thinking", "forgetting", "memorize", "remember", "memory", "muscles", "senses", "mistake"], "pred": ["mind", "thinking", "forgetting", "remember", "memorize", "memory", "muscles", "senses", "mistake"], "alignment_match": false, "accuracy": 0.7777777777777778, "similarity": 0.950825994720232, "similarity_true": 0.9350948708796392}, {"source": ["slot machines", "reels", "spinning", "winning", "losing"], "true": ["bacteria", "genes", "mutating", "reproducing", "dying"], "pred": ["bacteria", "genes", "dying", "reproducing", "mutating"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.8927613892969553, "similarity_true": 0.8778802147009787}, {"source": ["war", "soldier", "destroy", "fighting", "defeat", "attacks", "weapon"], "true": ["argument", "debater", "refute", "arguing", "acceptance", "criticizes", "logic"], "pred": ["logic", "debater", "refute", "arguing", "acceptance", "criticizes", "argument"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9298065271403, "similarity_true": 0.9298065271403}, {"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": 0.9443644340171722, "similarity_true": 0.9283534659705095}, {"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": 0.9330626357809869, "similarity_true": 0.9330626357809869}, {"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": 0.952701799907734, "similarity_true": 0.952701799907734}, {"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": 0.9464226688511297, "similarity_true": 0.9464226688511297}, {"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": 0.9576525384245751, "similarity_true": 0.9576525384245751}, {"source": ["machine", "working", "turned on", "turned off", "broken", "power", "repair"], "true": ["mind", "thinking", "awake", "asleep", "confused", "intelligence", "therapy"], "pred": ["mind", "awake", "thinking", "asleep", "confused", "intelligence", "therapy"], "alignment_match": false, "accuracy": 0.7142857142857143, "similarity": 0.9480906676429491, "similarity_true": 0.9327446817407822}, {"source": ["object", "hold", "weight", "heavy", "light"], "true": ["idea", "understand", "analyze", "important", "trivial"], "pred": ["idea", "analyze", "understand", "important", "trivial"], "alignment_match": false, "accuracy": 0.6, "similarity": 0.9283170623068348, "similarity_true": 0.9283170623068348}, {"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": 0.9399590416945997, "similarity_true": 0.9399590416945997}, {"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": 0.9192193047523017, "similarity_true": 0.9034193799523246}]}