By Hrafn Loftsson, Eirikur Rögnvaldsson, Sigrun Helgadottir
This e-book constitutes the complaints of the seventh foreign convention on Advances in normal Language Processing held in Reykjavik, Iceland, in August 2010.
Read or Download Advances in Natural Language Processing: 7th International Conference on NLP, IceTAL 2010, Reykjavik, Iceland, August 16-18, 2010, Proceedings PDF
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Extra info for Advances in Natural Language Processing: 7th International Conference on NLP, IceTAL 2010, Reykjavik, Iceland, August 16-18, 2010, Proceedings
Section 3 describes the experimental platform; particularly it details the feature selection process and the used datasets. Then, Section 4 shows the results achieved by the proposed approach as well as some baseline results corresponding to the application of information gain as feature selection technique. Finally, Section 5 presents our conclusions and future work ideas. 2 Related Work Some previous works have considered the application of text summarization in the task of document categorization.
The online phase refers to the real interactions between the ECA and a user. Figure 4 shows the way the CRF model is used at running time: the natural language sentence provided by the user is analyzed by the baseline parser and a set of candidate sequences is returned. At this point, all possible combinations of partial sequences have to be generated and added to the original set of candidates. The CRFs model trained in the oﬄine phase returns the likelihood probability associated with each candidate sequences.
LSA is a theory and method for extracting and representing the meaning of words . It has shown encouraging results in a number of NLP tasks such as Information Retrieval [9,10] and Word Sense Disambiguation . It has also been applied in educational applications  and in the evaluation of synonym test questions . Our system makes use of Infomap software . This software uses a variant of LSA to learn vectors representing the meanings of words in a vector-space known as WordSpace.
Advances in Natural Language Processing: 7th International Conference on NLP, IceTAL 2010, Reykjavik, Iceland, August 16-18, 2010, Proceedings by Hrafn Loftsson, Eirikur Rögnvaldsson, Sigrun Helgadottir