[Retracted] Fine-Tuning Word Embeddings for Hierarchical Representation of Data Using a Corpus and a Knowledge Base for Various Machine Learning Applications

Table 8

Selected predictions of HWE and Poincaré on the hierarchical path prediction task (COMP). Hyponym(s) represents gold standard answer(s).

Hypernym1; (b)	Hypernym2; (c)	Hypernym3; (d)	Hypernym4; (e)	Hyponym(s); (a’s)	HWE prediction	Poincaré prediction
Container	Instrumentality	Artifact	Whole	Scuttle, dispenser, dish, basket, capsule	Dish	Car
Headdress	Clothing	Consumer_goods	Commodity	Cap, kaffiyeh, hat, topknot, turban	Hat	Muff
Carnivore	Placental	Mammal	Vertebrate	Feline, viverrine, procyonid	Feline	Jaguar
Opinion	Belief	Content	Cognition	Judgment, eyes, preconception	Judgment	Waiting_game
Physical_property	Property	Attribute	Abstraction	Luminosity, randomness, weight, invisibility, perceptibility	Weight	Apathy
Financial_condition	Condition	State	Attribute	Wealth, poverty, credit_crunch, solvency, tight_money	Wealth	Enjoyment
Path	Line	Location	Object	Beeline, direction, traffic_pattern, migration_route, trail	Direction	Reservation
Philosophy	Humanistic_discipline	Discipline	Knowledge_domain	Axiology, dialectic, logic, metaphysics, epistemology	Logic	Physics
Paper	Material	Substance	Matter	Confetti, wax_paper, oilpaper, card, wallpaper	Card	Pigment
Affair	Social_event	Event	Psychological_feature	Celebration, photo_opportunity, sleepover, ceremony	Celebration	Tournament
Concession	Contract	Written_agreement	Agreement	Franchise	Franchise	Premise
Air_defense	Defense	Military_action	Group_action	Active_air_defense, passive_air_defense	Active_air_defence	War
Food	Solid	Matter	Physical_entity	Junk_food, seafood, fresh_food, leftovers, meat	Sea_food	Dish
Bicycle	Wheeled vehicle	Container	Instrumentality	Safety_bicycle, velocipede, mountain_bike	Mountain_bike	Car
Constructive_fraud	Fraud	Crime	Transgression	Fraud_in_law	Fraud_in_law	Fraud_in_law
Religious	Religious_person	Person	Causal_agent	Monk, friar, eremite, votary, nun	Monk	Monk
Footwear	Covering	Artifact	Whole	Slipper, flats, shoe, clog, boot, overshoe	Boot	Boot
Place_of_worship	Building	Structure	Artifact	Masjid, mosque, temple, bethel, chapel	Theatre	Mosque