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Comparative Probing of Lexical Semantics Theories for Cognitive Plausibility and Technological Usefulness

Article

Branco, António, João Rodrigues, Małgorzata Salawa, Ruben Branco and Chakaveh Saedi, 2020, "Comparative Probing of Lexical Semantics Theories for Cognitive Plausibility and Technological Usefulness", To appear in Proceedings, International Conference on Computational Linguistics (COLING2020).

Test sets used in above paper

Please note that the semantic network to semantic space method presented in the above paper includes random-based subprocedures (e.g. selecting one word from a set of words with identical number of outgoing edges). The test scores may present slight fluctuations over different runs of the code.

SimLex-999

RG1965

WordSim-353-Similarity

WordSim-353-Relatedness

MEN

MTurk-771

Lexical Semantic Models

The following models are available for download:

PMI WN

PMI SW

Edge WN

Edge SW

Fact WN

Fact SW

Walk WN

Walk SW

BERT (external source)

fastText (external source)

Dependency (external source)

This work is licensed under a Creative Commons Attribution 4.0 International License.

CC BY 4.0

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