[PDF] Top 20 Relational Structures and Models for Coreference Resolution

... the resolution of pronouns (Yang and Su, 2007; Ponzetto and Strube, 2006; Bean and Riloff, ...on coreference of the information provided by ACE-style ...both coreference and relational ... See full document

... Coreference resolution is the task of partitioning a set of entity mentions in a text, where each par- tition corresponds to some entity in an underlying discourse ...global models (McCallum and ... See full document

... effective coreference model. Our work advances the state-of-the-art in coreference resolution by bringing learning- based coreference systems to the next level of ...2005 coreference ... See full document

... line, Degenerate EM performs consistently worse according to CEAF but generally better according to MUC. This discrepancy stems from the aforemen- tioned properties that MUC under-penalizes parti- tions with too few ... See full document

... (ME) models to train the classifiers. Previous work reveal that features play an important role on coref- erence resolution problem, and many different kinds of features has been exploited. In this paper, ... See full document

... to coreference resolution, traditionally factored into classification decisions over pairs of nouns (Soon et ...noun coreference; however the examples are still pairs of pronouns, and the example ... See full document

... Table 2 shows the results obtained when the dif- ferent types of features are added to the Baseline one after the other. Specifically, we add the feature types in this order: YAGO T YPE , YAGO M EANS , Noun Pairs, ... See full document

... and Coreference resolution module as part of seman- tic ...language models based on conditioned ...language models, NEs in the testing corpus are automatically ... See full document

... recent coreference models, our ap- proach uses contextual embeddings as input men- tion ...the coreference resolution set- ting because BERT is limited to a fixed sequence length which is ... See full document

... neural coreference resolution ...making coreference decisions that require world knowledge,” and highlight a few examples in the CoNLL 2012 task that rely on more complex understanding or ... See full document

... pairwise coreference deci- sions within a single document and can not account for signals that commonly appear across ...Bayesian models for event coreference resolution that probabilisti- ... See full document

... Analyzing the results, we also found overmergings not implying any explicit contradictions. For example, in the sentence He sat near him, both he propositions are unlikely be coreferential, but our framework fails to ... See full document

... state-of-the-art coreference resolvers use machine learning (Witten, Hall & Frank, 2011), many coreference relations can be resolved using relatively simple rules and recent work has shown that rule ... See full document

... We achieve new state-of-the-art results for singleton detection by only using shallow features and simple classifiers. We also show that search space pruning significantly improves different coreference resolu- ... See full document

... projection-based coreference resolver for German and Rus- ...on coreference relations projected through a parallel corpus from ...glish coreference as provided by the shared task ...multiple ... See full document

... entity coreference resolution has received much attention from the compu- tational linguistic researchers, there is only limited work that incorporates event-related information to solve entity ... See full document

... unrestricted coreference resolution that explores two key modeling techniques: latent coreference trees and automatic entropy-guided feature ...nonlinear models using linear model learn- ing ... See full document

... different models, they do it via model-specific rules, assuming the same set of mentions and a left-to-right per-mention res- olution strategy—so a completely different novel model cannot be ... See full document

... tree models, including different loss func- tions and a version with a fixed ...of coreference systems, but they do not investigate the influence of the latent structures the systems operate ... See full document

... We implemented a mention pair model with best- first clustering (Ng and Cardie, 2002), the mention ranking model with closest (Denis and Baldridge, 2008) and latent (Chang et al., 2012) antecedents, and antecedent trees ... See full document