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    ACL
    2015
    14views Computational Linguistics» more  ACL 2015»
    Hubness and Pollution: Delving into Cross-Space Mapping for Zero-Shot Learning
    9 years 11 months ago
    Hubness and Pollution: Delving into Cross-Space Mapping for Zero-Shot Learning
    Download  www.aclweb.org
    Zero-shot methods in language, vision and other domains rely on a cross-space mapping function that projects vectors from the relevant feature space (e.g., visualfeature-based ima...
    Angeliki Lazaridou, Georgiana Dinu, Marco Baroni
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    ACL
    2015
    21views Computational Linguistics» more  ACL 2015»
    Sparse, Contextually Informed Models for Irony Detection: Exploiting User Communities, Entities and Sentiment
    9 years 11 months ago
    Sparse, Contextually Informed Models for Irony Detection: Exploiting User Communities, Entities and Sentiment
    Download  byron.ischool.utexas.edu
    Automatically detecting verbal irony (roughly, sarcasm) in online content is important for many practical applications (e.g., sentiment detection), but it is difficult. Previous ...
    Byron C. Wallace, Do Kook Choe, Eugene Charniak
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    ACL
    2015
    30views Computational Linguistics» more  ACL 2015»
    Addressing the Rare Word Problem in Neural Machine Translation
    9 years 11 months ago
    Addressing the Rare Word Problem in Neural Machine Translation
    Download  nlp.stanford.edu
    Neural Machine Translation (NMT) is a new approach to machine translation that has shown promising results that are comparable to traditional approaches. A significant weakness i...
    Thang Luong, Ilya Sutskever, Quoc V. Le, Oriol Vin...
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    ACL
    2015
    25views Computational Linguistics» more  ACL 2015»
    Multi-domain Dialog State Tracking using Recurrent Neural Networks
    9 years 11 months ago
    Multi-domain Dialog State Tracking using Recurrent Neural Networks
    Download  mi.eng.cam.ac.uk
    Dialog state tracking is a key component of many modern dialog systems, most of which are designed with a single, welldefined domain in mind. This paper shows that dialog data dr...
    Nikola Mrksic, Diarmuid Ó Séaghdha, ...
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    ACL
    2015
    41views Computational Linguistics» more  ACL 2015»
    Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora
    9 years 11 months ago
    Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora
    Download  aclweb.org
    We propose an approach to cross-lingual named entity recognition model transfer without the use of parallel corpora. In addition to global de-lexicalized features, we introduce mu...
    Ayah Zirikly
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    ACL
    2015
    14views Computational Linguistics» more  ACL 2015»
    Dependency-based Convolutional Neural Networks for Sentence Embedding
    9 years 11 months ago
    Dependency-based Convolutional Neural Networks for Sentence Embedding
    Download  aclweb.org
    In sentence modeling and classification, convolutional neural network approaches have recently achieved state-of-the-art results, but all such efforts process word vectors sequen...
    Mingbo Ma, Liang Huang, Bowen Zhou, Bing Xiang
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    ACL
    2015
    19views Computational Linguistics» more  ACL 2015»
    Tracking unbounded Topic Streams
    9 years 11 months ago
    Tracking unbounded Topic Streams
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    Tracking topics on social media streams is non-trivial as the number of topics mentioned grows without bound. This complexity is compounded when we want to track such topics again...
    Dominik Wurzer, Victor Lavrenko, Miles Osborne
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    ACL
    2015
    30views Computational Linguistics» more  ACL 2015»
    Describing Images using Inferred Visual Dependency Representations
    9 years 11 months ago
    Describing Images using Inferred Visual Dependency Representations
    Download  aclweb.org
    The Visual Dependency Representation (VDR) is an explicit model of the spatial relationships between objects in an image. In this paper we present an approach to training a VDR Pa...
    Desmond Elliott, Arjen de Vries
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    ACL
    2015
    14views Computational Linguistics» more  ACL 2015»
    Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling
    9 years 11 months ago
    Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling
    Download  aclweb.org
    Semantic role labeling (SRL) is crucial to natural language understanding as it identifies the predicate-argument structure in text with semantic labels. Unfortunately, resources...
    Alan Akbik, Laura Chiticariu, Marina Danilevsky, Y...
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    ACL
    2015
    18views Computational Linguistics» more  ACL 2015»
    Pairwise Neural Machine Translation Evaluation
    9 years 11 months ago
    Pairwise Neural Machine Translation Evaluation
    Download  www.aclweb.org
    We present a novel framework for machine translation evaluation using neural networks in a pairwise setting, where the goal is to select the better translation from a pair of hypo...
    Francisco Guzmán, Shafiq R. Joty, Llu&iacut...
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