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Table 11 Prediction results for each method for the rare noun phrase “open proxy server” (appearing nine times in the corpus)

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

Model

Predicted

Gold

Service\(^\star\), Software\(^\star\), Computer program\(^\star\), Software program\(^\star\),

Software application\(^\star\), Proxy server\(^\star\), Application\(^\star\),

Software package\(^\star\), Application software\(^\star\)

Proposed

Aervice\(^\star\), Aoftware\(^\star\), server, Computer program\(^\star\), facility, protocol,

Software program\(^\star\), platform, company, client, Software application\(^\star\),

host, Application\(^\star\), Computer system, application program

RMM

Person, pseudonymized, granularly, open proxy, ad filtering, intrabank,

Otherwise, spoofing attack, actual, statefully, sdl plc, authenticatable,

Ip address spoofing, example, solely

SPON

Person, constructed structure, technical specification, town,

Single-valued function, city, juridical person, leader, animal, state, boss,

Company, computer program\(^\star\), measure, political leader

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