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[PDF] Top 20 A Constrained Latent Variable Model for Coreference Resolution

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A Constrained Latent Variable Model for Coreference Resolution

A Constrained Latent Variable Model for Coreference Resolution

... for coreference resolution. Furthermore, we showed that our model can be augmented in a straightfor- ward way with knowledge based constraints, to im- prove ...this model that can take into ... See full document

12

Resolving Entity Coreference in Croatian with a Constrained Mention Pair Model

Resolving Entity Coreference in Croatian with a Constrained Mention Pair Model

... on coreference reso- lution for Slavic languages has been quite limited, mainly due to the non-existence of manually anno- tated ...rule-based coreference resolution system for Polish significantly ... See full document

7

Search Space Pruning: A Simple Solution for Better Coreference Resolvers

Search Space Pruning: A Simple Solution for Better Coreference Resolvers

... The latent ranking model is the best perform- ing model for coreference resolution to date (Wise- man et ...the latent ranking model of Martschat and Strube (2015) ... See full document

7

Learning Structured Perceptrons for Coreference Resolution with Latent Antecedents and Non local Features

Learning Structured Perceptrons for Coreference Resolution with Latent Antecedents and Non local Features

... nouns, and common noun phrases, respectively. Local syntactic context is inspired by the Entity Grid (Barzilay and Lapata, 2008), where the ba- sic assumption is that references to an entity fol- low particular syntactic ... See full document

11

Unsupervised Ranking Model for Entity Coreference Resolution

Unsupervised Ranking Model for Entity Coreference Resolution

... pervised coreference resolution systems — IMS: the second best system in the CoNLL 2012 shared task (Bj¨orkelund and Farkas, 2012); Latent-Tree: the latent tree model (Fernandes et ... See full document

7

Latent Structure Perceptron with Feature Induction for Unrestricted Coreference Resolution

Latent Structure Perceptron with Feature Induction for Unrestricted Coreference Resolution

... We decompose the joint feature vector Φ(x, h) along tree edges, that is, pairs of candidate corefer- ring mentions. This approach is similar to previous structure learning modelings for dependency pars- ing (McDonald et ... See full document

8

Coreference Resolution in a Modular, Entity Centered Model

Coreference Resolution in a Modular, Entity Centered Model

... Coreference resolution is governed by syntac- tic, semantic, and discourse ...generative, model-based approach in which each of these factors is modularly en- capsulated and learned in a primarily ... See full document

9

Coreference or Not: A Twin Model for Coreference Resolution

Coreference or Not: A Twin Model for Coreference Resolution

... the constrained-based and globally- optimized approach works the ...start model to determine whether a mention is the first one in a coreference chain, but it is computed ad hoc without ... See full document

8

A Practical Perspective on Latent Structured Prediction for Coreference Resolution

A Practical Perspective on Latent Structured Prediction for Coreference Resolution

... graph model coupled with Kruskal’s are 3 − 7 absolute percent points lower than their results obtained with a di- rected tree model coupled with ...the latent tree structure considers the or- der of ... See full document

7

A Joint Model for Quotation Attribution and Coreference Resolution

A Joint Model for Quotation Attribution and Coreference Resolution

... joint model with the max-loss variant of the MIRA algorithm (Crammer et ...to latent variables (we simply obtain the best tree consistent with the gold clustering at each step of MIRA, before doing ... See full document

10

Plug Latent Structures and Play Coreference Resolution

Plug Latent Structures and Play Coreference Resolution

... pair model with best- first clustering (Ng and Cardie, 2002), the mention ranking model with closest (Denis and Baldridge, 2008) and latent (Chang et ... See full document

6

Latent Structures for Coreference Resolution

Latent Structures for Coreference Resolution

... Rahman and Ng (2011) consider a series of mod- els with increasing expressiveness, ranging from a mention pair to a cluster-ranking model. However, they do not develop a unified framework for compar- ing ... See full document

14

Latent Trees for Coreference Resolution

Latent Trees for Coreference Resolution

... unrestricted coreference resolution that explores two key modeling techniques: latent coreference trees and automatic entropy-guided feature ...The latent tree modeling makes the ... See full document

36

An Expectation Maximization Approach to Pronoun Resolution

An Expectation Maximization Approach to Pronoun Resolution

... anaphora resolution using unsupervised methods to extract useful information, such as gender and number (Ge et ...reference resolution learning (M¨uller et ...supervised coreference system with ... See full document

8

Coreference Resolution with Reconcile

Coreference Resolution with Reconcile

... (Poesio and Kabadjov, 2004) and BART (Versley et al., 2008) (which can be considered a succes- sor of GuiTaR) are both modular systems that tar- get the full coreference resolution task. As such, both ... See full document

6

Decomposing the heterogeneity of depression at the person-, symptom-, and time-level: latent variable models versus multimode principal component analysis

Decomposing the heterogeneity of depression at the person-, symptom-, and time-level: latent variable models versus multimode principal component analysis

... PCA, model selection is non-trivial because a higher fit percentage can always be achieved by selecting more com- ...the model, we selected a model with, respectively 3, 2 and 2 components for the ... See full document

10

Dirichlet latent variable model : a dynamic model based on Dirichlet prior for audio processing

Dirichlet latent variable model : a dynamic model based on Dirichlet prior for audio processing

... learning latent bases from time varying, non-negative data 0 . We model the temporal dependence in data by introducing a dynamic Dirichlet prior ...proposed model, and derive a maximum a posteriori ... See full document

13

An Incremental Model for Coreference Resolution with Restrictive Antecedent Accessibility

An Incremental Model for Coreference Resolution with Restrictive Antecedent Accessibility

... entity-mention model which operates on emerging coreference sets to cre- ate features describing the relation of an anaphor candidate and established coreference ...a model but it per- formed ... See full document

5

Latent Variable Model for Multi modal Translation

Latent Variable Model for Multi modal Translation

... to model the in- teraction between visual and textual features for multi-modal neural machine translation (MMT) through a latent variable ...This latent variable can be seen as a ... See full document

14

A Latent Variable Model for Geographic Lexical Variation

A Latent Variable Model for Geographic Lexical Variation

... over latent topics in blog posts is conditioned on the ge- ographical location of the ...LDA model that we con- sider, but their approach assumes that a partitioning of geographical space into regions is ... See full document

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