Skip to main content

Table 12 Prediction results for each method for the rare noun phrase “tempestuousness” (appearing once in the corpus)

From: Hypert: hypernymy-aware BERT with Hearst pattern exploitation for hypernym discovery

Model

Predicted

Gold

Turbulence\(^\star\), State\(^\star\), Disorder\(^\star\), Weather condition\(^\star\), Weather\(^\star\),

Atmospheric phenomenon\(^\star\), Physical phenomenon\(^\star\),

Natural phenomenon\(^\star\), Phenomenon\(^\star\)

Proposed

Phenomenon\(^\star\), dislike, emotional state, Physical phenomenon\(^\star\),

Atmospheric phenomenon\(^\star\), experience, circumstance, State\(^\star\), motion,

Natural phenomenon\(^\star\), Weather condition\(^\star\), sensation, badness

Convergence, binary relation

RMM

Person, others, personality, another, upon, oneself, life, necessarily, relate,

Solely, become, intellectual, must, one, personal

SPON

Specifications, constructed structure, town, city, technical specification,

Movement, locale, person, State\(^\star\), single-valued function, Phenomenon\(^\star\),

instrument, Physical phenomenon\(^\star\), animal, form

  1. Bold with the \({^\star }\) symbol indicates gold hypernyms, and underlines mark hypernymy-relevant words