Distributional Methods
Related Papers
A Comparison of Vector-based Representations for Semantic Composition
In this paper we address the problem of modeling compositional meaning for phrases and sentences using distributional methods. We experiment with several possible com- binations of representation and composition, exhibiting …...
Distributional vectors encode referential attributes
Distributional methods have proven to ex- cel at capturing fuzzy, graded aspects of meaning (Italy is more similar to Spain than to Germany). In contrast, it is diffi- cult to …...
Bilingual Lexicon Extraction at the Morpheme Level Using Distributional Analysis
AbstractBilingual lexicon extraction from comparable corpora is usually based on distributional methods when dealing with single word terms (SWT). These methods often treat SWT as single tokens without considering their …...
Improving Hypernymy Detection with an Integrated Path-based and Distributional Method
Detecting hypernymy relations is a key task in NLP, which is addressed in the literature using two complemen- tary approaches. Distributional methods, whose supervised variants are the cur- rent best …...
Mining Paraphrasal Typed Templates from a Plain Text Corpus
Finding paraphrases in text is an impor- tant task with implications for genera- tion, summarization and question answer- ing, among other applications. Of par- ticular interest to those applications is …...
Diachronic word embeddings and semantic shifts: a survey
AbstractRecent years have witnessed a surge of publications aimed at tracing temporal changes in lexical semantics using distributional methods, particularly prediction-based word embedding models. However, this vein of research lacks …...
The Effectiveness of Simple Hybrid Systems for Hypernym Discovery
AbstractHypernymy modeling has largely been separated according to two paradigms, pattern-based methods and distributional methods. However, recent works utilizing a mix of these strategies have yielded state-of-the-art results. This paper …...