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    ACL
    2015
    14views Computational Linguistics» more  ACL 2015»
    On Using Very Large Target Vocabulary for Neural Machine Translation
    8 years 7 months ago
    On Using Very Large Target Vocabulary for Neural Machine Translation
    Download  aclweb.org
    Neural machine translation, a recently proposed approach to machine translation based purely on neural networks, has shown promising results compared to the existing approaches su...
    Sébastien Jean, KyungHyun Cho, Roland Memis...
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    ACL
    2015
    35views Computational Linguistics» more  ACL 2015»
    Neural CRF Parsing
    8 years 7 months ago
    Neural CRF Parsing
    Download  nlp.cs.berkeley.edu
    This paper describes a parsing model that combines the exact dynamic programming of CRF parsing with the rich nonlinear featurization of neural net approaches. Our model is struct...
    Greg Durrett, Dan Klein
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    ACL
    2015
    17views Computational Linguistics» more  ACL 2015»
    Optimal Shift-Reduce Constituent Parsing with Structured Perceptron
    8 years 7 months ago
    Optimal Shift-Reduce Constituent Parsing with Structured Perceptron
    Download  anthology.aclweb.org
    Le Quang Thang, Hiroshi Noji, Yusuke Miyao
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    ACL
    2015
    14views Computational Linguistics» more  ACL 2015»
    Hubness and Pollution: Delving into Cross-Space Mapping for Zero-Shot Learning
    8 years 7 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
    8 years 7 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
    8 years 7 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
    8 years 7 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
    8 years 7 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
    8 years 7 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
    8 years 7 months ago
    Tracking unbounded Topic Streams
    Download  aclweb.org
    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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