Regular polysemy: from sense vectors to sense patterns

نویسندگان

  • Anastasiya Lopukhina
  • Konstantin Lopukhin
چکیده

Regular polysemy was extensively investigated in lexical semantics, but this phenomenon has been very little studied in distributional semantics. We propose a model for regular polysemy detection that is based on sense vectors and allows to work directly with senses in semantic vector space. Our method is able to detect polysemous words that have the same regular sense alternation as in a given example (a word with two automatically induced senses that represent one polysemy pattern, such as ANIMAL / FOOD). The method works equally well for nouns, verbs and adjectives and achieves an average recall of 0.55 and an average precision of 0.59 for ten different polysemy patterns.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Identification of sense selection in regular polysemy using shallow features

The following work describes a method to automatically classify the sense selection of the complex type Location/Organization –which depends on regular polysemy– using shallow features, as well as a way to increase the volume of sense-selection gold standards by using monosemous data as filler. The classifier results show that grammatical features are the most relevant cues for the identificati...

متن کامل

Corpus-Based Statistical Sense Resolution

The three corpus-based statistical sense resolution methods studied here attempt to infer the correct sense of a polyse-mous word by using knowledge about patterns of word co-occurrences. The techniques were based on Bayesian decision theory, neural networks, and content vectors as used in information retrieval. To understand these methods better, we posed s very specific problem: given a set o...

متن کامل

Annotation of regular polysemy and underspecification

We present the result of an annotation task on regular polysemy for a series of semantic classes or dot types in English, Danish and Spanish. This article describes the annotation process, the results in terms of inter-encoder agreement, and the sense distributions obtained with two methods: majority voting with a theory-compliant backoff strategy, and MACE, an unsupervised system to choose the...

متن کامل

Rules, Radical Pragmatics and Restrictions on Regular Polysemy

Although regular polysemy [e.g. producer for product (John read Dickens) or container for contents (John drank the bottle)] has been extensively studied, there has been little work on why certain polysemy patterns are more acceptable than others. We take an empirical approach to the question, in particular evaluating an account based on rules against a gradient account of polysemy that is based...

متن کامل

Incremental Knowledge Acquisition from WordNet and EuroWordNet

This paper describes the process of the creation and extraction of implicit knowledge from WordNet (Fellbaum, 1998) and EuroWordNet (Vossen, 1998). This knowledge is an extension of the explicit knowledge structures already provided by the wordnets in the form of synsets and semantic relations, and is contained both within (Euro)WordNet’s hierarchical structure and the glosses that are associat...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016