[PDF] Top 20 A Neural Local Coherence Model
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A Neural Local Coherence Model
... grid model has been ...Their model learns not only from original document and its permuta- tions but also from ranking preferences among the permutations ...To model local entity transition, ... See full document
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A Neural Local Coherence Model for Text Quality Assessment
... erence model, and a syntactic ...learning coherence work (Li and Hovy, 2014; Li and Jurafsky, 2017) adopts recursive and recurrent neural networks for com- puting semantic vectors for ...sentences. ... See full document
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Coreference and Coherence in Neural Machine Translation: A Study Using Oracle Experiments
... We used simple oracles to look at discourse-level phenomena in MT. We compared context-aware NMT models and show that these approaches pro- vide large gains in BLEU for coreference and coherence given clear oracle ... See full document
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Efficient Collective Entity Linking with Stacking
... a local predictor to collect coherence information from neighboring ...our model consistently outperforms all existing more sophisti- cated collective approaches in our ... See full document
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A model of local coherence effects in human sentence processing as consequences of updates from bottom up prior to posterior beliefs
... this model. The model has a number of free parameters, relating to the equations used for the competition, the method by which links between fragments are formed, as well as the question of precisely what ... See full document
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Normalized Entity Graph for Computing Local Coherence
... our model to the entity graph and to the entity grid (Barzilay and Lapata, 2008) and showed that normalization improves the re- sults significantly in most ... See full document
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Modeling Local Coherence: An Entity Based Approach
... the coherence assessment task, since they focus on content similar- ity between system output and reference ...a model to a particu- lar system, we used the output summaries of distinct systems for training ... See full document
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Neural Net Models of Open domain Discourse Coherence
... The coherence of a discourse is the average of the cosine of adjacent ...discriminative model described in this work significantly outperforms the parse-tree based re- cursive models presented in Li and ... See full document
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Encoding World Knowledge in the Evaluation of Local Coherence
... text coherence, we go beyond strict entity matching and model the se- mantic relatedness between distinct entities through the use of world ...graph-based model (G&S), and (2) the supervised ... See full document
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Adapting Coreference Resolution for Narrative Processing
... ries: local discourse coherence, which we model via centering theory constraints, speaker-listener relations, which we model via direct speech act con- straints, and character-naming, which we ... See full document
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Entity Based Local Coherence Modelling Using Topological Fields
... which model high-level clausal structure, are an important component of local coherence in ...grid model of Barzilay and Lapata (2008) more than grammatical role and simple clausal order ... See full document
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Coherence Modeling of Asynchronous Conversations: A Neural Entity Grid Approach
... grid model by including non-head nouns as ...(2011) model transitions of discourse roles for entities as opposed to their grammatical ...same model but using relations derived from deep dis- course ... See full document
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Neural correlates of coherence-break detection during reading of narratives
... a model of the neural correlates of discourse comprehension processes (Mason & Just, 2006), it has been related to differential effects of work- ing-memory capacity as a function of contextual ... See full document
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A Model of Coherence Based on Distributed Sentence Representation
... Recursive Neural Networks In the context of NLP, recurrent neural networks view a sentence as a sequence of tokens and in- corporate information from the past ... See full document
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Caloric vestibular stimulation reveals discrete neural mechanisms for coherence rivalry and eye rivalry: a meta-rivalry model
... This model however, gained no support from Logothe- tis and colleagues’ direct electrophysiological measurement of neural activity at various levels of visual processing dur- ing rivalry (see Section ... See full document
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Neural Automated Essay Scoring and Coherence Modeling for Adversarially Crafted Input
... A local coherence model is typically eval- uated based on its ability to rank coher- ently ordered sequences of sentences higher than their incoherent / permuted counterparts ...the model is ... See full document
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Reinforcing the Topic of Embeddings with Theta Pure Dependence for Text Classification
... same local context. For this reason, the local depen- dency is insufficient to model topical or sentiment ...log-linear neural language model is based on local word dependen- ... See full document
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Modeling Local Coherence: An Entity Based Approach
... entity-grid model significantly outperforms LSA on both do- mains (p < ...our model, LSA is nei- ther entity-based nor unlexicalized: It measures the degree of semantic overlap across successive ... See full document
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A Unified Local and Global Model for Discourse Coherence
... combined model uses only entity-grid fea- tures and unigram language models,a strict subset of the feature set of (Soricut and Marcu, ...grid model and a version of the HMM of (Barzilay and Lee, 2004), ... See full document
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Graph based Local Coherence Modeling
... can also be seen that accuracy and F-measure are lower for comparing these two corpora. This is probably due to the stylistic difference between these two kinds of articles, which is less signifi- cant than the ... See full document
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