Global organization of the Wordnet lexicon
Open Access
- 5 February 2002
- journal article
- Published by Proceedings of the National Academy of Sciences in Proceedings of the National Academy of Sciences
- Vol. 99 (3) , 1742-1747
- https://doi.org/10.1073/pnas.022341799
Abstract
The lexicon consists of a set of word meanings and their semantic relationships. A systematic representation of the English lexicon based in psycholinguistic considerations has been put together in the database Wordnet in a long-term collaborative effort. We present here a quantitative study of the graph structure of Wordnet to understand the global organization of the lexicon. Semantic links follow power-law, scale-invariant behaviors typical of self-organizing networks. Polysemy (the ambiguity of an individual word) is one of the links in the semantic network, relating the different meanings of a common word. Polysemous links have a profound impact in the organization of the semantic graph, conforming it as a small world network, with clusters of high traffic (hubs) representing abstract concepts such as line, head, or circle. Our results show that: (i) Wordnet has global properties common to many self-organized systems, and (ii) polysemy organizes the semantic graph in a compact and categorical representation, in a way that may explain the ubiquity of polysemy across languages.Keywords
All Related Versions
This publication has 17 references indexed in Scilit:
- The small world of human languageProceedings Of The Royal Society B-Biological Sciences, 2001
- Error and attack tolerance of complex networksNature, 2000
- A distributed, developmental model of word recognition and naming.Psychological Review, 1989
- Critical Exponents and Scaling Relations for Self-Organized Critical PhenomenaPhysical Review Letters, 1988
- Activation and selection processes in the recognition of ambiguous words.Journal of Experimental Psychology: Human Perception and Performance, 1985
- Repetition priming and frequency attenuation in lexical access.Journal of Experimental Psychology: Learning, Memory, and Cognition, 1984
- A spreading-activation theory of semantic processing.Psychological Review, 1975
- Facilitation in recognizing pairs of words: Evidence of a dependence between retrieval operations.Journal of Experimental Psychology, 1971
- Word concepts: A theory and simulation of some basic semantic capabilitiesBehavioral Science, 1967
- Main Trends in Recent Philosophy: Two Dogmas of EmpiricismThe Philosophical Review, 1951