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150
Voted
COLING
2008
15 years 1 months ago
Instance-Based Ontology Population Exploiting Named-Entity Substitution
We present an approach to ontology population based on a lexical substitution technique. It consists in estimating the plausibility of sentences where the named entity to be class...
Claudio Giuliano, Alfio Massimiliano Gliozzo
128
Voted
ACL
2008
15 years 1 months ago
Semi-Supervised Sequential Labeling and Segmentation Using Giga-Word Scale Unlabeled Data
This paper provides evidence that the use of more unlabeled data in semi-supervised learning can improve the performance of Natural Language Processing (NLP) tasks, such as part-o...
Jun Suzuki, Hideki Isozaki
COLING
2008
15 years 1 months ago
A Scalable MMR Approach to Sentence Scoring for Multi-Document Update Summarization
We present SMMR, a scalable sentence scoring method for query-oriented update summarization. Sentences are scored thanks to a criterion combining query relevance and dissimilarity...
Florian Boudin, Marc El-Bèze, Juan Manuel T...
ACL
2008
15 years 1 months ago
Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields
This paper presents a semi-supervised training method for linear-chain conditional random fields that makes use of labeled features rather than labeled instances. This is accompli...
Gideon S. Mann, Andrew McCallum
Computational Linguistics
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