From frequency to meaning: Vector space models of semantics

PD Turney, P Pantel - Journal of artificial intelligence research, 2010 - jair.org
Computers understand very little of the meaning of human language. This profoundly limits
our ability to give instructions to computers, the ability of computers to explain their actions to …

Semantic similarity in biomedical ontologies

C Pesquita, D Faria, AO Falcao, P Lord… - PLoS computational …, 2009 - journals.plos.org
In recent years, ontologies have become a mainstream topic in biomedical research. When
biological entities are described using a common schema, such as an ontology, they can be …

Measuring praise and criticism: Inference of semantic orientation from association

PD Turney, ML Littman - acm Transactions on Information Systems (tois), 2003 - dl.acm.org
The evaluative character of a word is called its semantic orientation. Positive semantic
orientation indicates praise (eg," honest"," intrepid") and negative semantic orientation …

Evaluating wordnet-based measures of lexical semantic relatedness

A Budanitsky, G Hirst - Computational linguistics, 2006 - direct.mit.edu
The quantification of lexical semantic relatedness has many applications in NLP, and many
different measures have been proposed. We evaluate five of these measures, all of which …

[PDF][PDF] Corpus-based and knowledge-based measures of text semantic similarity

R Mihalcea, C Corley, C Strapparava - Aaai, 2006 - cdn.aaai.org
This paper presents a method for measuring the semantic similarity of texts, using corpus-
based and knowledge-based measures of similarity. Previous work on this problem has …

An approach for measuring semantic similarity between words using multiple information sources

Y Li, ZA Bandar, D McLean - IEEE Transactions on knowledge …, 2003 - ieeexplore.ieee.org
Semantic similarity between words is becoming a generic problem for many applications of
computational linguistics and artificial intelligence. This paper explores the determination of …

Sentence similarity based on semantic nets and corpus statistics

Y Li, D McLean, ZA Bandar, JD O'shea… - IEEE transactions on …, 2006 - ieeexplore.ieee.org
Sentence similarity measures play an increasingly important role in text-related research
and applications in areas such as text mining, Web page retrieval, and dialogue systems …

[PDF][PDF] Extended gloss overlaps as a measure of semantic relatedness

S Banerjee, T Pedersen - Ijcai, 2003 - ijcai.org
This paper presents a new measure of semantic relatedness between concepts that is
based on the number of shared words (overlaps) in their definitions (glosses). This measure …

[PDF][PDF] Using WordNet to measure semantic orientations of adjectives.

J Kamps, M Marx, RJ Mokken, M De Rijke - Lrec, 2004 - Citeseer
Current WordNet-based measures of distance or similarity focus almost exclusively on
WordNet's taxonomic relations. This effectively restricts their applicability to the syntactic …

[PDF][PDF] Vector-based models of semantic composition

J Mitchell, M Lapata - proceedings of ACL-08: HLT, 2008 - aclanthology.org
This paper proposes a framework for representing the meaning of phrases and sentences in
vector space. Central to our approach is vector composition which we operationalize in …