[PDF] Top 20 A Listwise Approach to Coreference Resolution in Multiple Languages

... The MUC metric yields unintuitive results because of two main shortcomings. First, it does not give any credit for single-mention entities since no link can be found in these entities. Second, all errors are considered ... See full document

... on coreference resolution has been largely dominated by machine learning ...on Coreference Resolu- tion in Multiple Languages (Recasens et ...Illinois Coreference Package ... See full document

... applies discriminative learning methods to pairs of mentions, using features which encode properties such as distance, syntactic environment, and so on (Soon et al., 2001; Ng and Cardie, 2002). Although such approaches ... See full document

... the coreference partitions produced by a ...three languages, primarily because Arabic is highly inflec- tional and we have little linguistic knowledge of the language to design effective ... See full document

... in coreference resolution in the last two years using neural approaches, mainly for ...in languages other than English using neural networks, the re- sults obtained are not so good in all of ... See full document

... Our approach to the annotation projection builds upon the approach recently introduced by (Grishina and Stede, 2017), who experimented with projecting manually annotated coreference chains from two ... See full document

... automatic coreference resolution systems for six different languages in four evaluation settings and using four different evaluation ...of coreference resolution, in- cluding ... See full document

... CUBED F-measure and 3% for CEAF F-measure. The grand-ensemble baselines are also significantly better than the within-domain baselines. These re- sults clearly illustrate the usefulness of making use of the labeled ... See full document

... of multiple antecedence corefer- ence ...with coreference phenomena is a very time consuming and complex task, such that the compila- tion of a sufficiently large training dataset for a statistical ... See full document

... of coreference-annotated data the par- ticipants can use for ...German/Russian coreference data and use it to train a Ger- man/Russian coreference resolver, or adopt a heuristic-based approach ... See full document

... event coreference phenomena with seven distinct mention-pair resolvers designed with sophisti- cated ...titioning approach to form the coreference chains in a globally optimized ... See full document

... for coreference at the instance level is still ...the coreference task – if it does not work well at this level, it probably will not work at the document ...certain multiple instance methods do not ... See full document

... We use an ensemble of multi-layer feed forward neural network classifiers to identify event men- tions (Choubey and Huang, 2017b). All basic clas- sifiers are trained on features derived from the lo- cal context of ... See full document

... in coreference resolution is to capture properties of entity clusters, and use those in the resolution ...effective approach for achieving this, via an “Entity Equalization” ...Equalization ... See full document

... This example suggests that features encoding both the semantic roles of the two NPs under considera- tion and whether the associated predicates are “re- lated” to each other in FrameNet (i.e., whether they appear in the ... See full document

... LVCoref uses an entity centric model which allows each coreference decision to be globally informed by previously created coreference chains. It allows to use global constraints, e.g., linking two mentions ... See full document

... Two rules were followed when the annotations were done: o 1: Whenever an expression ER represents a translation of an expression EE from the corresponding English text, if E s is tagged [r] ... See full document

... Compared with TC AD and TC THRESH, TC NEW produces large gains in the precision rates, which rank the highest among all the four systems. Although the recall also drops at the same time, the increase in the precision ... See full document

... resolving coreference is a by-product of constructing best interpretations of ...text. Coreference links naturally result from unifications of predications during the inference ...naive approach to ... See full document

... of coreference resolution—is not addressed good enough in the current evaluation ...scoring coreference results, however, making them less in- tuitive and harder to ...an approach that ... See full document