[PDF] Top 20 Structured Composition of Semantic Vectors
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Structured Composition of Semantic Vectors
... during structured vectorial semantic ...the composition of semantic vectors is probabilistically consistent and subsumes parsing under various ...added semantic annotations that ... See full document
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Squibs: When the Whole Is Less Than the Sum of Its Parts: How Composition Affects PMI Values in Distributional Semantic Vectors
... constituent vectors as input to composition: plain PMI vectors (with zero co-occurrence rates conventionally converted to 0 instead of −∞ ) and positive PMI (positive PMI) vectors (all ... See full document
6
Measuring semantic content in distributional vectors
... more semantic content accord- ing to our ...of semantic content above the word level which should naturally derive from compo- sition ...the composition of a given intersective adjective and a given ... See full document
6
Compositional Semantic Parsing on Semi Structured Tables
... murthy and Kollar, 2013; Reddy et al., 2014). Our work leverages open-ended data from the Web through semi-structured tables. There have been several studies on analyzing or inferring the table schemas (Cafarella ... See full document
11
Retrofitting Word Vectors to Semantic Lexicons
... human-constructed semantic lexicon of English ...various semantic relations be- tween synsets. This database is structured in a graph particularly suitable for our task because it explicitly relates ... See full document
10
Documents and Dependencies: an Exploration of Vector Space Models for Semantic Composition
... general semantic composition frameworks have been suggested, ...of composition, rather than the rep- resentations that are supplied to the ... See full document
10
Cross lingual Semantic Specialization via Lexical Relation Induction
... integrates structured linguistic knowledge from external resources (such as lexical relations in WordNet) into pretrained distributional vectors in the form of ...their structured external resources ... See full document
12
Semantic Composition with Quotient Algebras
... non-zero vectors which we add to the ideal are those for the second rule (ignoring the first rule, since we do not consider verbs in this example except as contexts), which has the set of ... See full document
7
Dynamic and Static Prototype Vectors for Semantic Composition
... Distributional Semantic methods model the distributional behav- ior of a compound word by exploiting the distributional behavior of its constituent ...prototype vectors representing the senses of a ... See full document
9
Probabilistic Domain Modelling With Contextualized Distributional Semantic Vectors
... Vector space models form the basis of modern information retrieval (Salton et al., 1975), but only recently have distributional models been proposed that are compositional (Mitchell and Lapata, 2008; Clark et al., 2008; ... See full document
10
Textual Entailment with Structured Attentions and Composition
... However, conventional neural attention models for entailment recognition problem treat sentences as sequences, ignoring the fact that sentences are formed from the bottom up with syntactic tree structures, which ... See full document
11
Vectors or Graphs? On Differences of Representations for Distributional Semantic Models
... Using the JoBimText DSM as a core, we extend this model in several ways. First, we perform word sense induction (WSI) on the ego-networks of lexical items in the DT (Biemann, 2006), utilising the property of many graph ... See full document
7
Composition of Semantic Relations: Model and Applications
... a semantic structure of a ...of semantic technologies and on- tologies that aim at transforming unstructured text into structured ...on semantic triples, which can be used to represent ... See full document
9
A Calculus for Semantic Composition and Scoping
... Instead of trying to construct a type system and type rules such that free application of the rules starting from appropriate lexical axioms will generate all and only the possible meani[r] ... See full document
9
Sequence based Structured Prediction for Semantic Parsing
... The SPO paper (Wang et al., 2015) proposes an approach for quickly developing semantic parsers for new knowledge bases and domains when no training data initially exists. In this approach, a small underlying ... See full document
10
A Structured Representation of Word Senses for Semantic Analysis
... The semantic data base presently consists of 850 word-sense definitions; each definition includes in the average 20 elementary graphs.. Each graph is represented by a pragmatic rule, wit[r] ... See full document
9
Adorning Web Search based on Ontology Semantics Spaces Provisioned through Web Services
... The semantic web is envisioned to facilitate integration of data available across various web applications, web servers through semantic web services [6] ...The semantic information available with ... See full document
8
A Structured SVM Semantic Parser Augmented by Semantic Tagging with Conditional Random Field
... the structured support vector model is the modification of multiple classifications to the very large number of labels ...the structured classification problem (Tsochantaridis, ... See full document
12
Lexical Functional Grammar and Order Free Semantic Composition
... Lexical Functional Grammar and Order Free Semantic Composition COLING 82, J Horeck~ (eel) North HoOand Publlshi~ Company O A~deml~ 1982 Lexical Functional Grammar and Order Free Semantic Composition P[.] ... See full document
6
How to Combine Text-Mining Methods to Validate Induced Verb-Object Relations
... 60,000 vectors), a syntactic parser computing dependency relations, a Semantic Vector calculus procedure computing sentence vectors and, afterwards, contex- tualizing words ...contextualized ... See full document
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