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A Large Scale Evaluation of Distributional Semantic Models: Parameters, Interactions and Model Selection
Gabriella Lapesa
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Stefan Evert
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Paper Details:
Year: 2014
Venue:
TACL |
Citations
URL
What’s in Your Embedding, And How It Predicts Task Performance
Anna Rogers
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Shashwath Hosur Ananthakrishna
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Anna Rumshisky
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Topic Identification and Discovery on Text and Speech
Chandler May
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Francis Ferraro
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Alan McCree
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Jonathan Wintrode
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Daniel Garcia-Romero
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Benjamin Van Durme
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Improving Sparse Word Representations with Distributional Inference for Semantic Composition
Thomas Kober
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Julie Weeds
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Jeremy Reffin
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David Weir
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Large-scale evaluation of dependency-based DSMs: Are they worth the effort?
Gabriella Lapesa
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Stefan Evert
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Indra: A Word Embedding and Semantic Relatedness Server
Juliano Efson Sales
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Leonardo Souza
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Siamak Barzegar
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Brian Davis
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André Freitas
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Siegfried Handschuh
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Automatic Thesaurus Construction for Modern Hebrew
Chaya Liebeskind
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Ido Dagan
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Jonathan Schler
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Analogy-based detection of morphological and semantic relations with word embeddings: what works and what doesn’t.
Anna Gladkova
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Aleksandr Drozd
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Satoshi Matsuoka
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Towards Qualitative Word Embeddings Evaluation: Measuring Neighbors Variation
Bénédicte Pierrejean
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Ludovic Tanguy
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Predicting the Compositionality of Nominal Compounds: Giving Word Embeddings a Hard Time
Silvio Cordeiro
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Carlos Ramisch
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Marco Idiart
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Aline Villavicencio
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Robust Co-occurrence Quantification for Lexical Distributional Semantics
Dmitrijs Milajevs
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Mehrnoosh Sadrzadeh
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Matthew Purver
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Towards a better understanding of Burrows’s Delta in literary authorship attribution
Stefan Evert
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Thomas Proisl
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Thorsten Vitt
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Christof Schöch
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Fotis Jannidis
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Steffen Pielström
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Lexical Variability and Compositionality: Investigating Idiomaticity with Distributional Semantic Models
Marco Silvio Giuseppe Senaldi
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Gianluca E. Lebani
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Alessandro Lenci
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How to Train good Word Embeddings for Biomedical NLP
Billy Chiu
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Gamal Crichton
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Anna Korhonen
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Sampo Pyysalo
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“Beware the Jabberwock, dear reader!” Testing the distributional reality of construction semantics
Gianluca Lebani
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Alessandro Lenci
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The CogALex-V Shared Task on the Corpus-Based Identification of Semantic Relations
Enrico Santus
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Anna Gladkova
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Stefan Evert
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Alessandro Lenci
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CogALex-V Shared Task: Mach5 – A traditional DSM approach to semantic relatedness
Stefan Evert
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Corpus Specificity in LSA and Word2vec: The Role of Out-of-Domain Documents
Edgar Altszyler
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Mariano Sigman
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Diego Fernández Slezak
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http://www.linguistik.fau.de/dsmeval/
http://wordspace.collocations.de/doku.php/data:
http://www.collocations.de/software.html
http://www.natcorp.ox.ac.uk/
http://aclweb.org/aclwiki
http://wordspace.collocations.de/
Field Of Study
Linguistic Trends
Distributional Semantics
Embeddings
Task
Semantic Similarity
Information Retrieval
Language
English
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