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Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP

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Intrinsic Evaluation of Word Vectors Fails to Predict Extrinsic Performance
Billy Chiu | Anna Korhonen | Sampo Pyysalo

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A critique of word similarity as a method for evaluating distributional semantic models
Miroslav Batchkarov | Thomas Kober | Jeremy Reffin | Julie Weeds | David Weir

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Issues in evaluating semantic spaces using word analogies
Tal Linzen

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Evaluating Word Embeddings Using a Representative Suite of Practical Tasks
Neha Nayak Kennard | Gabor Angeli | Christopher D. Manning

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Story Cloze Evaluator: Vector Space Representation Evaluation by Predicting What Happens Next
Nasrin Mostafazadeh | Lucy Vanderwende | Wen-tau Yih | Pushmeet Kohli | James Allen

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Problems With Evaluation of Word Embeddings Using Word Similarity Tasks
Manaal Faruqui | Yulia Tsvetkov | Pushpendre Rastogi | Chris Dyer

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Intrinsic Evaluations of Word Embeddings: What Can We Do Better?
Anna Gladkova | Aleksandr Drozd

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Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations
José Camacho-Collados | Roberto Navigli

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Capturing Discriminative Attributes in a Distributional Space: Task Proposal
Alicia Krebs | Denis Paperno

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An Improved Crowdsourcing Based Evaluation Technique for Word Embedding Methods
Farhana Ferdousi Liza | Marek Grześ

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Evaluation of acoustic word embeddings
Sahar Ghannay | Yannick Estève | Nathalie Camelin | Paul Deleglise

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Evaluating Embeddings using Syntax-based Classification Tasks as a Proxy for Parser Performance
Arne Köhn

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Evaluating vector space models using human semantic priming results
Allyson Ettinger | Tal Linzen

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Evaluating embeddings on dictionary-based similarity
Judit Ács | András Kornai

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Evaluating multi-sense embeddings for semantic resolution monolingually and in word translation
Gábor Borbély | Márton Makrai | Dávid Márk Nemeskey | András Kornai

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Subsumption Preservation as a Comparative Measure for Evaluating Sense-Directed Embeddings
Ali Seyed

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Evaluating Informal-Domain Word Representations With UrbanDictionary
Naomi Saphra | Adam Lopez

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Thematic fit evaluation: an aspect of selectional preferences
Asad Sayeed | Clayton Greenberg | Vera Demberg

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Improving Reliability of Word Similarity Evaluation by Redesigning Annotation Task and Performance Measure
Oded Avraham | Yoav Goldberg

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Correlation-based Intrinsic Evaluation of Word Vector Representations
Yulia Tsvetkov | Manaal Faruqui | Chris Dyer

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Evaluating word embeddings with fMRI and eye-tracking
Anders Søgaard

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Defining Words with Words: Beyond the Distributional Hypothesis
Iuliana-Elena Parasca | Andreas Lukas Rauter | Jack Roper | Aleksandar Rusinov | Guillaume Bouchard | Sebastian Riedel | Pontus Stenetorp

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A Proposal for Linguistic Similarity Datasets Based on Commonality Lists
Dmitrijs Milajevs | Sascha Griffiths

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Probing for semantic evidence of composition by means of simple classification tasks
Allyson Ettinger | Ahmed Elgohary | Philip Resnik

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SLEDDED: A Proposed Dataset of Event Descriptions for Evaluating Phrase Representations
Laura Rimell | Eva Maria Vecchi

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Sentence Embedding Evaluation Using Pyramid Annotation
Tal Baumel | Raphael Cohen | Michael Elhadad