[PDF] Top 20 Selectional Preferences for Semantic Role Classification

... syntactic, classification requires semantic knowledge to be taken into ...correct role, and that selectional preferences are able to generalize those lexical ...several ... See full document

... verb classification, syntactic features have proved the most useful features, although manual classifications rely heavily on se- mantic ...using semantic features in automatic clas- sification: verb ... See full document

... of semantic disambiguation in the SEM PRIMARY setting (in the SYN PRIMARY setting its error rate was 28%), which underlines the substantial impact that properties of the training data have on semantic ... See full document

... As selectional preferences within the intransitive frame (and quite similarly in the subj:that frame), the most probable concept classes 6 are study, report, survey, name, research, result, ...the ... See full document

... these semantic representations are arguably well-suited to model meaningful world knowledge relationships, auto- matic annotation is limited in speed and accu- racy, making it difficult to obtain a large num- ber ... See full document

... certain semantic criteria (Katz and Fodor, 1963; Chomsky, ...by selectional preferences can and has been used to support nat- ural language processing tasks such as word sense disambiguation (Resnik, ... See full document

... on selectional preferences has used them primarily for natural language analytic tasks such as word sense disambiguation (Resnik, 1997), dependency parsing (Zhou et ...and semantic role ... See full document

... identify semantic frames within sentences by marking predicates, and labeling arguments with semantic roles, have been explored for SMT via various approaches in recent ...utilize selectional ... See full document

... in semantic classes called frames and lists se- mantic roles for each ...the role, 100-200 occurrences, 200-500, 500- 1000, and more than 1000 ...the semantic roles, the cor- pus was parsed using the ... See full document

... Selectional preferences (SPs) are the semantic con- straints that a predicate places onto its ...1993), semantic role labelling (Gildea and Jurafsky, 2002; Zapirain et ... See full document

... The role of semantic relevance can also be clearly noticed in the predicates which have a decreased precision in MDL in Table 4. Via Paradigmatic Redundancy Principle, the information encoded in one ... See full document

... Implicit Semantic Role Labeling is a challenging task: it requires high-level understanding of the text while annotated data is very ...multi-way selectional preference with the hypothesis that the ... See full document

... the selectional prefer- ence strength between transitive verbs and their co-occurring objects, and thereby in- vestigates how much they are co-related to each other in ...The selectional pref- erence ... See full document

... evaluate selectional preferences. A selectional preference model ranks a set of possible arguments for a verb by their se- mantic fit to the ...that selectional preferences should ... See full document

... simple model with few classes and one which ex- plains the data well. The models are particularly affected by the quantity of data available (Wagner, 2002). Also noise from frequent but idiosyncratic or polysemous ... See full document

... Relation extraction is one of the core chal- lenges in automated knowledge base construc- tion. One line of approach for relation ex- traction is to perform multi-hop reasoning on the paths connecting an entity pair to ... See full document

... into semantic level to reflect the semantic preferences of the target ...Chinese semantic lexicon named TongYiCiCiLin is used for this ...to semantic relations like synonym and ... See full document

... Several other studies have considered paral- lelism in parsing models. Charniak and John- son (2005) incorporated some features of syntac- tic parallelism in coordinate structures into their MaxEnt reranking parser. ... See full document

... on selectional preferences has focused largely on well-known relations such as syntactic relations (Mechura, 2008; Resnik, 1996; ´ O S´eaghdha, 2010), considering typical subjects and direct objects of ... See full document

... of selectional preferences does not require literal trans- lation in order to ...the selectional prefer- ences of s (like schießen) as long as they are either synonyms of its literal translation ... See full document