Tools for NER and NEL within EUMSSI Sample Clauses

Tools for NER and NEL within EUMSSI. DBPedia Spotlight is an Open source project developing a system for automatic annotation of DBpedia entities in text, which we have integrated in the EUMSSI platform to perform Named Entity Linking. As described in (Xxxxxx et al, 2013) the main phrase spotting algorithm is exact string matching, using the LingPipe toolkit, while the disambiguation algorithm is based on cosine similarities and a modification of TF-IDF weights of the context. For NER we are using the well-known Stanford Named Entity Recognizer2. Our first tests with DBPedia Spotlight, as explained in D.4.1. showed high recall but low precision. On the other hand, (Xxxxx et al, 2014) show that Stanford NER has high precision and recall. Within the EUMSSI project, we have experimented with combining both tools. As an evaluation framework, we have used two annotated datasets, one for each text type:  The Xxxx-Xxxx corpus for news text type (Xxxxxxx et al, 2011)  The #Microposts2014 dataset for tweets (Xxxxxx et al, 2014) 2xxxx://xxx.xxxxxxxx.xxx/software/CRF-NER.shtml
Sample 1
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