[PDF] Top 20 Coreference Resolution in a Modular, Entity Centered Model

... Of course, all state-of-the-art coreference systems have needed to capture semantic compatibility to some degree. As an example of nominal headword compatibility, a “president” can be a “leader” but cannot be not ... See full document

... to coreference resolution that combines the global information and precise features of modern machine-learning models with the transparency and modularity of deterministic, rule-based ...deterministic ... See full document

... erence resolution that combines the global information and precise features previously identified by machine- learning models with the transparency and modular- ity of deterministic, rule-based ...Their ... See full document

... EMM’s NER is performed by applying language-independent recognition patterns to text. The hand-written language-independent recognition patterns use slots to make reference to various language-specific lists of words, ... See full document

... cluster-ranking model (many possible actions are pruned away during prepro- ...the model from considering many bad ...scoring coreference link according to the mention-ranking ... See full document

... Table 1 contains the results of the four baselines and of LinkPeople in the three corpora. The first block of each language includes the results of the baseline models. The central rows show the results of the different ... See full document

... CV (Cybulska and Vossen, 2015a) is a super- vised method for event coreference, based on dis- crete features. They first cluster documents to top- ics, and then cluster coreferring mentions within each topic ... See full document

... We address the potential explosion in training data size by considering only merge operations that are likely to be inspected by the algorithm as it runs. To achieve this, Algorithm 2 repeatedly runs the ac- tual ... See full document

... We aim for high precision regarding the usage of the negative relation N Modifier. This leads to some loss in recall. For example, our system does not as- sign the just-completed Paralympics and the 12-day Paralympics to ... See full document

... For English, the pronoun ‘it’ and NPs ‘this, that, those and these’ need to be distinguished. We take ‘it’ as an example to illustrate the process. First we use regular expressions to select ‘it’, which refers to no ... See full document

... erence model trained using English-Spanish bilin- gual word embeddings on English data has the po- tential to make the correct coreference decision between “EEUU” and “Estados Unidos” without ever ... See full document

... The task of extracting bacteria biotopes involves two steps: Named Entity Recognition (NER) and event detection. The current dominant approach to NER problems is to use supervised machine learning models such as ... See full document

... from entity clusters to coreference trees (Fernan- des et ...the coreference tree is computed, the set of entity clusters E is ob- tained by associating each entity set to a branch of ... See full document

... corpus model is the stan- dard finite mixture of multinomials shown in fig- ure ...this model, each document is indepen- dent save for some global ...mixture model with a fixed number K of ...(an ... See full document

... of Entity Names Human-written sto- ries often contain many diverse, novel names for people and ...fusion model and baseline decomposition strategies gen- erate very few unique entities in each ...using ... See full document

... joint model on whatever task came first in the pipeline, which is undesirable given the importance of these ...its modular structure and natural partitioning of ... See full document

... Ratinov and Roth (2012) investigated using NEL to improve coreference resolution, but did not con- sider a joint approach. They extracted attributes from Wikipedia categories and used them as fea- tures in ... See full document

... twin model F-measure is ...(twin model), a mere ...pronoun entity er- rors are not reflected in the metric; Second, ACE-Value does not penalize false-alarm entities if they contain correct ...the ... See full document

... of entity-level features has been a driving force behind the development of many coreference resolution systems (Luo et ...a model with ar- bitrary entity-level features, so systems ... See full document

... incremental model, present constraints on buffer list access, discuss our filtering system and our approximation of the binding ...incremental entity-mention model on the number of candidate pairs is ... See full document