============================================================ SUPPLEMENTARY MATERIAL FOR THE PAPER "Questioning Arbitrariness in Language: a Data-Driven Study of Conventional Iconicity" Ekaterina Abramova & Raquel Fernandez NAACL-HLT 2016 ============================================================ ** Supplemental1.csv ** This file contains results from the validation procedure for all phonesthemes. We refer to words that share a given phonestheme as a phonesthemic cluster. Description of the variables: prefix: 16 prefixes that were tested clusterSize: the number of words in the phonesthemic cluster lemmaCount: the number of lemmas in the phonesthemic cluster lemmaRation: the lemma ratio calculated as clusterSize/lemmaCount avgSim: average semantic similarity of the phonesthemic cluster numSuccesses: the number of pairwise similarity t-test successes avgEffect: average effect size of pairwise similarity t-tests significance: statistical significance of pairwise similarity t-tests ** Supplemental2.pdf ** This file contains: - semantic glosses for all 16 phonesthemes that were tested - gold labels for 6 validated phonesthemes derived from semantic glosses and Roget's thesaurus - top 25 labels for 6 validated phonesthemes generated by 3 methods ** Supplemental3.pdf *** This file contains a screenshot of the instructions to the participants in the human evaluation of the centroid induced labels run on CrowdFlower.