[PDF] Top 20 An Example-Based Approach to Difficult Pronoun Resolution

... We have only scratched the surface of the most fun- damental question “what kind of world knowledge does a computer program need to have to pass the WS Challenge?” (Levesque, 2013). We explore the necessary background ... See full document

... traditional approach, and three previously reported methods ...the example-based super- resolution, we utilized this method in the ...super- resolution, and its improvement is achieved ... See full document

... anaphora resolution in written text with considerable success (Soon et ...systems based on these ap- proaches achieve a performance that is comparable to hand-crafted ...anaphora resolution sys- tem ... See full document

... Our approach to aiding pronoun translation with co-reference resolution can be outlined as ...gender. Based on that gender, we replace it with it-masculine, it-feminine or it- neutral (ditto ... See full document

... Interestingly, the 4 single models demonstrate different level of bias, ranging from 0.91 to 1.03 in stage 1, and from 0.85 to 1.09 in stage 2. The larger variance is due to the much smaller stage 2 test size. Had the ... See full document

... BERT based network model for the gendered pronoun resolution ...the pronoun and the entities. I trained the model in the feature-based and the two-step fine-tuning approach ... See full document

... Resolving pronoun coreference requires knowledge support, especially for particular domains ...resolve pronoun coreference with a neural ...knowledge based on contexts, to enhance our ... See full document

... is positive. Consequently, it is independent of the ordering (unless two or more candidates have the best value). ‘Svm1’ uses the ordinary SVM (Vap- nik, 1995) while ‘svm2’ uses a modified SVM for unbalanced data (Morik ... See full document

... positive example, while all pos- sible antecedents between this antecedent and the pronoun serve as negative ...sive pronoun, the nearest agreeing pronoun is cho- sen as antecedent; ... See full document

... and Wellner, 2003) decompose the task into a col- lection of pairwise or mention set coreference de- cisions. Decisions for each pair or each group of mentions are based on probabilities of features extracted by ... See full document

... anaphoric pronoun is often determined by the gender of its ...this approach can be used only in the English-to-German direction due to missing coreference resolution for ... See full document

... closest approach to our own is Cherry and Bergsma (2005), which also presents an EM approach to pronoun resolution, and ob- tains quite successful ...pronouns based on syntax (for ... See full document

... This approach is quite different from Lap- pin and Leass (1994), who always include all fu- ture nouns from the current sentence as candidates, with a constant penalty added to possible cataphoric ... See full document

... coreference resolution, pronominal and otherwise, has been a popular research area in Natural Language Processing for more than two decades, with extensive documentation of both the rule-based and the ... See full document

... This paper describes an evaluation of a focusbased approach to pronoun resolution not anaphora in general, based on an extension of Sidner's algorithm Sidner, 1981 proposed in Azzam, 199[r] ... See full document

... Bean and Riloff (2004) used bootstrapping to extend their semantic compatibility model, which they called contextual-role knowledge, by identi- fying certain cases of easily-resolved anaphors and antecedents. They give ... See full document

... Anaphora Resolution is an important task for cascaded event template extraction and other NLP ...twin-candidate based preferences learning model to capture the pair wise candidates’ pre- ference ...anaphora ... See full document

... English pronoun it when translated into gendered languages, ...anaphora resolution has so far been able to outperform a phrase-based statistical MT ...Coreference Resolution system on the ... See full document

... Robust pronoun resolution with limited knowledge Robust pronoun resolution with limited knowledge R u s l a n M i t k o v S c h o o l o f L a n g u a g e s a n d E u r o p e a n S t u d i e s U n i v[.] ... See full document

... concatenation based model, the classifier was composed of a single hid- den layer with size 37 following a batch normal- ization layer and a dropout layer with rate ... See full document