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Intrinsic Evaluation of Word Vectors Fails to Predict Extrinsic Performance
Billy Chiu
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Anna Korhonen
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Sampo Pyysalo
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Paper Details:
Month: August
Year: 2016
Location: Berlin, Germany
Venue:
RepEval |
WS |
Citations
URL
Aff2Vec: Affect–Enriched Distributional Word Representations
Sopan Khosla
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Niyati Chhaya
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Kushal Chawla
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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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Geographical Evaluation of Word Embeddings
Michal Konkol
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Tomáš Brychcín
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Michal Nykl
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Tomáš Hercig
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Bringing Order to Neural Word Embeddings with Embeddings Augmented by Random Permutations (EARP)
Trevor Cohen
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Dominic Widdows
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Evaluation of Domain-specific Word Embeddings using Knowledge Resources
Farhad Nooralahzadeh
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Lilja Øvrelid
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Jan Tore Lønning
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SentEval: An Evaluation Toolkit for Universal Sentence Representations
Alexis Conneau
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Douwe Kiela
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SimLex-999 for Polish
Agnieszka Mykowiecka
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Małgorzata Marciniak
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Piotr Rychlik
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Semantic Relatedness of Wikipedia Concepts – Benchmark Data and a Working Solution
Liat Ein Dor
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Alon Halfon
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Yoav Kantor
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Ran Levy
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Yosi Mass
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Ruty Rinott
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Eyal Shnarch
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Noam Slonim
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Towards a Seamless Integration of Word Senses into Downstream NLP Applications
Mohammad Taher Pilehvar
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Jose Camacho-Collados
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Roberto Navigli
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Nigel Collier
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Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations
José Camacho-Collados
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Roberto Navigli
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Evaluating embeddings on dictionary-based similarity
Judit Ács
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András Kornai
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Evaluating multi-sense embeddings for semantic resolution monolingually and in word translation
Gábor Borbély
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Márton Makrai
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Dávid Márk Nemeskey
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András Kornai
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Evaluating word embeddings with fMRI and eye-tracking
Anders Søgaard
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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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Fully Delexicalized Contexts for Syntax-Based Word Embeddings
Jenna Kanerva
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Sampo Pyysalo
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Filip Ginter
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Jointly Embedding Entities and Text with Distant Supervision
Denis Newman-Griffis
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Albert M Lai
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Eric Fosler-Lussier
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http://medialab.di.unipi.it/wiki/
https://github.com/
https://dumps.wikimedia.org/enwiki/latest/
Field Of Study
Linguistic Trends
Embeddings
Task
Tagging
Chunking
Named Entity Recognition
Biomedical
Language
English
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