[PDF] Top 20 Prune and Score: Learning for Greedy Coreference Resolution
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Prune and Score: Learning for Greedy Coreference Resolution
... based on the Easy-first coreference system (Stoy- anov and Eisner, 2012), which is derived from the Reconcile system (Stoyanov et al., 2010). We es- sentially employ the same features as in the Easy- first system. ... See full document
12
Improving Coreference Resolution by Learning Entity Level Distributed Representations
... the score would be even lower without search-space pruning, which stops the model from considering many bad ...scoring coreference link according to the mention-ranking ... See full document
11
Joint Learning for Coreference Resolution with Markov Logic
... joint learning model (MLN-Joint(BF) or MLN-Joint(Trans)) significantly outperforms inde- pendent learning model (MLN-Local+BF or MLN- Local+Trans) no matter whether best-first clustering or transitivity ... See full document
10
Joint Learning for Event Coreference Resolution
... Given the difficulty of trigger detection, it is conceivable that many errors will propagate from the trigger detection component to the event coref- erence component in any pipeline architecture where trigger detection ... See full document
12
Learning Global Features for Coreference Resolution
... modern coreference systems (Durrett and Klein, 2013; Kummerfeld and Klein, 2013; Wise- man et ...CoNLL score over the current state of the art, and the im- provement is statistically significant on all ... See full document
11
End to end Deep Reinforcement Learning Based Coreference Resolution
... To avoid the cascading errors of pipeline sys- tems, recent NLP researchers have developed end- to-end approaches (Lee et al., 2017; Luan et al., 2018; Lee et al., 2018; Zhang et al., 2018), which directly consider all ... See full document
6
Scalable Bio Molecular Event Extraction System towards Knowledge Acquisition
... This paper presents a robust system for the automatic extraction of bio-molecular events from scientific texts. Event extraction pro- vides information in the understanding of physiological and pathogenesis mechanisms. ... See full document
9
The Role of Syntax During Pronoun Resolution: Evidence from fMRI
... pronoun resolution is adapted from the neural network model for both pronominal and nominal coreference resolution (Clark and Manning, ...to prune the set of possible antecedent and the ... See full document
9
Machine Learning for Mention Head Detection in Multilingual Coreference Resolution
... The results of this experiment show that im- provements in MHD translate directly into im- provements of the overall CR system. Since the ML approach outperforms the rule-based ap- proach for two languages, we can ... See full document
8
Error Analysis for Learning-based Coreference Resolution
... a coreference resolu- tion engine as a preprocessing module for some other en- gine, for example, an Information Extraction system, we might want to have a classifier with a high precision level and therefore opt ... See full document
6
Improving Event Coreference Resolution by Modeling Correlations between Event Coreference Chains and Document Topic Structures
... joint learning approach (Lu and Ng, 2017) which is the best per- forming model on the KBP 2016 ...F1 score which directly eval- uates the pairwise coreference link ... See full document
11
Learning Anaphoricity and Antecedent Ranking Features for Coreference Resolution
... To address this issue, state-of-the-art mention- ranking systems often rely on manual or otherwise induced conjunction schemes to capture specific feature interactions. Durrett and Klein (2013), for instance, conjoin all ... See full document
11
Maximum Metric Score Training for Coreference Resolution
... Tree kernel SVM learning is time-consuming. To reduce the training time needed, instead of us- ing SVM-light-TK, we used a much faster learn- ing algorithm, J48, which is the WEKA imple- mentation of the C4.5 ... See full document
9
An Expectation Maximization Approach to Pronoun Resolution
... We evaluate our work in the context of a fully auto- matic system, as was done in (Mitkov et al., 2002). Our evaluation criteria is similar to their resolution etiquette. We define accuracy as the proportion of ... See full document
8
Coupling for Coreference Resolution in a Never-ending Learning System
... never-ending learning system based on semi-supervised learning, which learns from extracting facts on the world wide ...with coreference resolution on ... See full document
11
Coreference or Not: A Twin Model for Coreference Resolution
... We take the view that determining whether an anaphor is coreferential with any candidate antecedent is part of the coreference process. But we do recog- nize that the disparity between the two types of events: ... See full document
8
Coreference Resolution for Latvian
... To resolve coreferences, one must first detect the mentions that are going to be linked in coreference chains. Mention identification finds pronouns, common nouns, and named entity mentions. In general, we choose ... See full document
5
A Multi classifier Approach to support Coreference Resolution in a Vector Space Model
... the coreference resolution task can be found in the ...for coreference resolution for Swedish ...a coreference resolution engine, (Bryl et ... See full document
8
CORBON 2017 Shared Task: Projection Based Coreference Resolution
... 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 ...of ... See full document
5
Multilingual Coreference Resolution
... 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
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