MELB-KB: Nominal Classification as Noun Compound Interpretation
نویسندگان
چکیده
In this paper, we outline our approach to interpreting semantic relations in nominal pairs in SemEval-2007 task #4: Classification of Semantic Relations between Nominals. We build on two baseline approaches to interpreting noun compounds: sense collocation, and constituent similarity. These are consolidated into an overall system in combination with co-training, to expand the training data. Our two systems attained an average F-score over the test data of 58.7% and 57.8%, respectively.
منابع مشابه
An Applied Linguistics Look at the Linguistic Comparison of Nominal Group Complexity between Two Samples of a Genre
The roles and effects of changes in syntax on comprehension and processing effort, and the relationships between these two, comprise a large and separate field of inquiry, with the general belief now in place that such changes and variations bring about varied psycholinguistic and discursive implications for comprehension, manifesting themselves differently in different genres.The current study...
متن کاملA Taxonomy, Dataset, and Classifier for Automatic Noun Compound Interpretation
The automatic interpretation of noun-noun compounds is an important subproblem within many natural language processing applications and is an area of increasing interest. The problem is difficult, with disagreement regarding the number and nature of the relations, low inter-annotator agreement, and limited annotated data. In this paper, we present a novel taxonomy of relations that integrates p...
متن کاملQualia Structure And The Compositional Interpretation Of Compounds
The analysis of nominal compound constructions has proven to be a recalcitrant problem for linguistic semantics and poses serious challenges for natural language processing systems. We argue for a compositional treatment of compound constructions which limits the need for listing of compounds in the lexicon. We argue that the development of a practical model of compound interpretation crucially...
متن کاملBenchmarking Noun Compound Interpretation
In this paper we provide benchmark results for two classes of methods used in interpreting noun compounds (NCs): semantic similarity-based methods and their hybrids. We evaluate the methods using 7-way and binary class data from the nominal pair interpretation task of SEMEVAL-2007.1 We summarize and analyse our results, with the intention of providing a framework for benchmarking future researc...
متن کاملQualia Modification in Noun-Noun Compounds: A Cross-Language Survey
In analyzing the formation of a given compound, both its internal syntactic structure and semantic relations need to be considered. The Generative Lexicon Theory (GL Theory) provides us with an explanatory model of compounds that captures the qualia modification relations in the semantic composition within a compound, which can be applied to natural language processing tasks. In this paper, we ...
متن کامل