[PDF] Top 20 A Knowledge Intensive Model for Prepositional Phrase Attachment

... PP attachment based on corpus co-occurrence statistics, gathered either from manually annotated training data (Collins and Brooks, 1995; Brill and Resnik, 1994) or from automatically acquired training data that ... See full document

... as our tensor product model running with three different word embeddings. Two of the repre- sentative systems we list are the back-off model by Collins and Brooks (1999), and the neural model by ... See full document

... tal flaw in this design is their inability to distin- guish between different meanings and abstractions of the same word. In the two sentences shown above, the word ‘pool’ has different meanings, but the same ... See full document

... tional knowledge resources (Section ...our model performs comparably to an SVM with access to all enriching features (Table ...our model outperforms the SVM by a margin of ... See full document

... semantic knowledge into the pars- ing process, in particular, one has to take into account selectional restrictions (Katz and Fodor, 1963) — the semantic, common-sense restrictions that a word imposes on the ... See full document

... The language has been playing a major role in all the sectors. For the purpose of communicating with the world wide people, and accessing scientific resources in the major field the language knowledge is needed. ... See full document

... The Model Switch- ing method as proposed in this paper can be used with any utility function decision criterion for any decision problem with categorical d a t a that can be represented [r] ... See full document

... Minimal Attachment account for more than 55% of cases — the actual attachment ratio depends on the corpus — and work by Taraban and McClel- land (1990) showed that these structural models are poor ... See full document

... LDA model generates pairs of lemmas, representing the two arguments of a semantic relation, and can be trained, in an unsupervised manner, on a corpus anno- tated with semantic ...of prepositional ... See full document

... between PP and the preceding noun and verb to which the PP can be bound. There approach achieved above 80% performance which is reasonably good. In [19], the authors used a heuristic-based approach in which different ... See full document

... our model in §5.2 makes each attachment decision independently, and in this example from the WSJ development test set, incorrectly attaches both on refund and at 5 percent to the ...our model of §5.3 ... See full document

... More recently, Villavicencio (2002) has explored the performance of an argu- ment identifier, developed in the framework of a model of child language learning. Villavicencio concentrates on locative PPs proposing ... See full document

... solving prepositional phrase attachment am- biguity, but sparse data remains a significant ...PP attachment model and we obtain significant improvements over the ... See full document

... obtain attachment decisions for each of the extracted ...entropy model achieved ...same attachment site as the site indicated in that sentence’s parse tree, divided by the total number of ... See full document

... Heuristic Extraction of Unambiguous Cases Given a tagged and chunked sentence, the extraction heuristic returns head word tuples of the form v,p, n2 or n,p, n2, where v is the verb, n is[r] ... See full document

... Statistical Models for Unsupervised Prepositional Phrase Attachment S t a t i s t i c a l M o d e l s for U n s u p e r v i s e d P r e p o s i t i o n a l P h r a s e A t t a c h m e n t A d w a i t[.] ... See full document

... A Maximum Entropy Model for Prepositional Phrase Attachment A Maximum Entropy Model for Prepositional Phrase Attachment A d w a i t R a t n a p a r k h i , J e f f Reynar,* a n d S a l i m R o u k o s[.] ... See full document

... For each input sentence, Minipar outputs a single dependency tree. For a sentence containing one or more prepositions, we use a program to detect any alternative prepositional attachment sites. For example, ... See full document

... [Brill, Resnick 1994] A Rule-Based Approach to Prepositional Phrase Attachment Disambigua- tion.. In Proceedings of the Fifteenth Interna- tional Conferences on Computational Linguis- ti[r] ... See full document

... Karen Jensen and Jean-Louis Binot Disambiguating Prepositional Phrase Attachment.. The value of the BASE attribute of that record can then be taken as argument for the link checking mech[r] ... See full document