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» Document Representation in Natural Language Text Retrieval
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CIKM
2007
Springer
15 years 5 months ago
Structure and semantics for expressive text kernels
Several problems in text categorization are too hard to be solved by standard bag-of-words representations. Work in kernel-based learning has approached this problem by (i) consid...
Stephan Bloehdorn, Alessandro Moschitti
ICANN
2005
Springer
15 years 4 months ago
A Neural Network for Text Representation
Text categorization and retrieval tasks are often based on a good representation of textual data. Departing from the classical vector space model, several probabilistic models have...
Mikaela Keller, Samy Bengio
DOCENG
2005
ACM
15 years 1 months ago
Injecting information into atomic units of text
This paper presents a new approach to text processing, based on textemes. These are atomic text units generalising the concepts of character and glyph by merging them in a common ...
Yannis Haralambous, Gábor Bella
EACL
2006
ACL Anthology
15 years 16 days ago
Multi-Document Summarization of Evaluative Text
We present and compare two approaches to the task of summarizing evaluative arguments. The first is a sentence extractionbased approach while the second is a language generation-b...
Giuseppe Carenini, Raymond T. Ng, Adam Pauls
CORR
2006
Springer
142views Education» more  CORR 2006»
14 years 11 months ago
Exploiting multilingual nomenclatures and language-independent text features as an interlingua for cross-lingual text analysis a
We are proposing a simple, but efficient basic approach for a number of multilingual and cross-lingual language technology applications that are not limited to the usual two or th...
Ralf Steinberger, Bruno Pouliquen, Camelia Ignat