[PDF] Top 20 Towards Fine-grained Citation Function Classification

... Researchers have introduced several annotation schemes for citation analysis. The work of Teufel et al. (2006b) is the most related to ours. They pro- posed an annotation scheme for citation functions based ... See full document

... the classification process by means of latent semantic kernels (Shawe-Taylor and Cristianini, ...similarity function between multi-contexts that incorporates semantic relations between terms, auto- ... See full document

... Mediated refers to entities which have not yet been introduced in the text but are inferrable via other mentions or are known via world knowl- edge. We distinguish the following six subcate- gories: The category ... See full document

... tions, we use simple yet effective non-parametric variant of hinge loss function while training. To avoid use of hand crafted features, we learn repre- sentations for given entity mention and its context. ... See full document

... body, citation sentences, and citation windows of several articles, Mercer and Di Marco argued that cue phrases do exist in citation contexts, and the distribution of their frequency in citations is ... See full document

... these fine-grained features offers a function to automatically specify the ripening stages of banana given a new input image of a ...impressive classification accuracy of ...to ... See full document

... of Fine-grained Entity Type Clas- sification (FETC) consists of assigning types from a hierarchy to entity mentions in ...loss function to handle out-of-context labels, and hierarchical loss ... See full document

... classifying citation information from the text, so that subsequent applications may make use of ...of fine-grained citation ...standard classification scheme for citations that was ... See full document

... One problem with the above CVAE method is that it utilizes the group label for training, but ignores the available hate group category (ideology) infor- mation of the hate speech. As mentioned in Sec- tion 1, hate groups ... See full document

... the citation block based on a set of tex- tual coherence features ...The citation block starts from the citing sentence, with succeeding sentences classified (through SVMs or CRFs) according to whether they ... See full document

... Results. Table 5 shows the results of our models compared to the baseline. Our model with word embeddings and only a couple of simple features (LSTM+PAR+FEAT ) performs as good as the state- of-the-art approach (Hou et ... See full document

... on classification of encrypted Peer-to-Peer traffic in two phases: an offline Training phase and an online Application Identification ...the Fine-Grained classifier algorithm is proposed to classify ... See full document

... subjectivity classification (3 genre classes) and review classification (2 genre classes), and achieved ...genre classification, and yet there are some ...given classification task when they ... See full document

... Various positioning technologies enable location based services and applications. Especially, GPS has largely solved the problem for outdoor positioning. However, fine-grained positioning remains a grand ... See full document

... image classification tasks, the fine-grained image has a small signal-noise ratio, and information containing sufficient discrimination often exists only in very small local ...of ... See full document

... We presented a method to perform FG-NERC on a large scale. Our contribution lies in the def- inition of a benchmarking setup for this task in terms of gold standard datasets and strong base- line methods provided by a ... See full document

... Our formulation can be taken as a special in- stance of the structural learning framework in (Tsochantaridis et al., 2005). However, they con- centrate on more complicated label structures as for sequence alignment or ... See full document

... One weakness of the baseline classification model is that it classifies each instance independently. In particular, the model cannot take into account re- lationships between them that may be helpful for improving ... See full document

... of fine sediment within the reservoir, prior to valley modification, suggests that while the axial drainage network may be integrated during large floods, during low to moder- ate events the upper catchment areas ... See full document

... the function of Idafa is either defining or specifying, neither of these functions are served with quasi-prepositions, hence the need for a clear explicit distinction between these constructions and true ... See full document