[PDF] Top 20 A Twin Candidate Model for Learning Based Anaphora Resolution

... to anaphora resolution is coreference resolution, the process of identifying all the coreferential expressions in ...Coreference resolution is different from anaphor ...the resolution ... See full document

... unsupervised learning for training bigram ...supervised model and second one is HMM-SS ...Stochastical model i.e. hidden markov model for tagged the ...HMM model and IL POS tag set ... See full document

... Anaphora resolution approaches can also be broadly classified as knowledge-poor approaches and knowledge-rich, depending on the amount of contextual knowledge integrated into the ...categories based ... See full document

... In table 4, the first line is experiment without any negative instances from non-event pronouns. The second line is the performance with all nega- tive instances from non-event pronouns. Third line is performance using a ... See full document

... tic model for anaphora resolution. For the active learning experiments we kept the same folds, us- ing one for the initial training, eight for the ac- tive learning phase, and the ... See full document

... chine learning-based methods using considerable amounts of annotated data provided by, for exam- ple, the Message Understanding Conference and Automatic Context Extraction programs (Soon et ...of ... See full document

... al.’s model (Soon et al., 2001) for pairedness determination. This model picks up each possible candidate attribute for a value and determines if it is the attribute for that ... See full document

... the candidate and the anaphoric sentence in a shared ...antecedent candidate for the given anaphoric sentence and hence its ...the model learns a relation between the anaphor in the anaphoric ... See full document

... ing model for zero anaphora in Italian, but there has been quite a lot of work on Japanese zero- anaphora (Iida et ...zero-anaphora resolution is con- sidered as a sub-task of predicate ... See full document

... of anaphora resolution is the corpus based approach in which the available corpus is used for the resolution ...Machine Learning Approach [16] etc are also using the provision of corpus ... See full document

... inter-sentential anaphora, de- composing the antecedent identification task into a series of comparisons between candi- date antecedents works remarkably well also in intra-sentential zero-anaphora ...zero- ... See full document

... improved anaphora resolution and therefore additional metrics are ...a model scores German translations of an English source ...accuracy based on alignment of hypothesized translations with ... See full document

... other twin-candidate based ...the twin-candidate model could effectively identify non-anaphors and block their in- valid resolution, without affecting the accuracy of the ... See full document

... dom model and a salience-based model. The ran- dom model selects a case frame and its correspon- dence randomly from all possible case frames and ...salience-based model se- ... See full document

... We compare our accuracies with (Seki et al., 2002). They achieved 48.9% in precision, 88.2% in recall, and 62.9% in F-measure for zero pro- noun detection, and 54.0% accuracy for antecedent estimation on 30 newspaper ... See full document

... of anaphora distinguished by semanticists, ...(either based on identity of reference or on lexical synonymy/hyponymy/hypernymy (Mitkov, ...zero anaphora - i.e., anaphora of omitted ... See full document

... of anaphora resolution: the inability to fairly and consistently compare anaphora resolution algorithms due not only to the difference of evaluation data used, but also to the diversity of ... See full document

... Disjoint Reference proposes antecedents for reflexive pronouns as, for example, in a sentence like, "John saw himself." For nonreflexive pronouns, it serves as a filter, eliminating, for[r] ... See full document

... get included in the SVD matrix). The form of defi- nite descriptions (the Spaniard) doesn’t always over- lap with that of their antecedent, either, especially when the antecedent was expressed with a proper name. The ... See full document

... automatic anaphora resolution (AR) system for different languages by incorporating different approaches and ...aspects. Anaphora as word does not explore much about self except that it may refer to ... See full document