[PDF] Top 20 A Simple, Similarity based Model for Selectional Preferences
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A Simple, Similarity based Model for Selectional Preferences
... of selectional preferences: semantic role ...tional preferences will be semantic roles in the FrameNet (Baker et ...different preferences will be learned for different senses of a predicate ... See full document
8
Detecting Compositionality of Verb Object Combinations using Selectional Preferences
... 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 ... See full document
11
ISP: Learning Inferential Selectional Preferences
... the simple but effective method of manually truncating the noun synset hierarchy 5 and considering all synsets below each cut point as part of the semantic class at that ... See full document
8
Cross lingual Induction of Selectional Preferences with Bilingual Vector Spaces
... a simple sentence with the relevant verb-argument combination on a five-point Likert scale, obtaining between 12 and 17 judgments for each ...(2007) model (Eq. (1)). Recall that this model performs ... See full document
9
Neural Models of Selectional Preferences for Implicit Semantic Role Labeling
... use selectional preference and applied them to ...simpler model trained on in-domain data and equipped with dis- course features (though it should be noted that we tested only a small family of ... See full document
6
Improving Verb Clustering with Automatically Acquired Selectional Preferences
... outperform simple frequency-based mod- els, and a number of techniques have been re- cently proposed which may offer ideas for refin- ing our current unsupervised approach (Erk, 2007; Bergsma et ... See full document
10
Improving Statistical Machine Translation with Selectional Preferences
... named selectional association that uses WordNet synsets to provide conceptual classes for nouns co-occurring with a specific predicate in a particular ...variable model using Expectation-Maximization (EM) ... See full document
10
Revisiting Selectional Preferences for Coreference Resolution
... We train our model by combining term-context pairs from two sources. Noun phrases and their dependency context are extracted from GigaWord (Parker et al., 2011) and entity types in context from Wikilinks (Singh et ... See full document
8
Improving the Use of Pseudo Words for Evaluating Selectional Preferences
... Current performance on various natural language tasks is being judged and published based on pseudo-word evaluations. It is thus important to have a clear understanding of the evaluation’s characteristics. We have ... See full document
9
The Impact of Selectional Preference Agreement on Semantic Relational Similarity
... a model which independently considers the semantic classes of each word in a word pair is effective at assigning degrees of membership (relational ...these preferences should be given a lower degree of ... See full document
11
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and Propagation
... the similarity or distance functions for ...the model in heterogenous network with multiple link types, discover soft clusters using random walk for se- mantic induction, and combine it with discrimina- ... See full document
11
Concept-based Selectional Preferences and Distributional Representations from Wikipedia Articles
... texts, based on Firth’s observation that we can “know a word by the company it keeps” (Firth, ...concepts based on dependency relations obtained from Wikipedia ...their selectional ... See full document
6
Generative Modeling of Coordination by Factoring Parallelism and Selectional Preferences
... and selectional preferences, as mentioned in Sassano ...SVM- based parser was trained on a newspaper corpus, while the test sets were obtained from patent fil- ings and the web because tagged corpora ... See full document
9
A Latent Dirichlet Allocation Method for Selectional Preferences
... computing selectional preferences. This work learns selectional preferences between the fol- lowing grammatical relations: verb-object, noun- noun, and ... See full document
11
Selectional Preferences for Semantic Role Classification
... that selectional preferences are able to generalize those lexical ...several selectional preference models with a state-of-the-art SRC system yields significant improvements in both in-domain and ... See full document
34
Inferring Selectional Preferences from Part Of Speech N grams
... lexical similarity explored in prior ...use selectional preferences to teach word connotations by using various relations to generate example sentences or useful ... See full document
10
A Flexible, Corpus Driven Model of Regular and Inverse Selectional Preferences
... EPP model, we find consistent patterns across the three tasks we have ...performing similarity measures ...exponential similarity measure, is particularly ...Lin similarity measure achieved ... See full document
42
Domain Adaptation of a Dependency Parser with a Class Class Selectional Preference Model
... attachment preferences of the target domain words, we attack this problem using a model of selectional preferences based on domain-specific word ...classes. Selectional ... See full document
6
Semi Supervised WSD in Selectional Preferences with Semantic Redundancy
... Class Model gives the fullest description for selectional preference and thus makes efforts to disambiguate predicates in selectional ...scale selectional preference knowledge database ... See full document
9
Incorporating Selectional Preferences in Multi hop Relation Extraction
... baseline model on predicting whether an entity pair participates in a tar- get ...set based on their scores and calculate the Mean Aver- age Precision (MAP) score for the ranking following previous work ... See full document
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