ACL
2015
10 years 11 days ago
2015
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...
106
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ACL
2015
10 years 11 days ago
2015
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...
ACL
2015
10 years 11 days ago
2015
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...
ACL
2015
10 years 11 days ago
2015
Semantic role labeling (SRL) is crucial to natural language understanding as it identifies the predicate-argument structure in text with semantic labels. Unfortunately, resources...
105
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ACL
2015
10 years 11 days ago
2015
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...
106
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ACL
2015
10 years 11 days ago
2015
In this paper, we propose a syllable-based method for tweet normalization to study the cognitive process of non-standard word creation in social media. Assuming that syllable play...
ACL
2015
10 years 11 days ago
2015
Annotations are increasingly created and shared online and connected with web resources such as databases of real-world entities. Recent collaborative efforts to provide interoper...
ACL
2015
10 years 11 days ago
2015
The recently proposed neural network joint model (NNJM) (Devlin et al., 2014) augments the n-gram target language model with a heuristically chosen source context window, achievin...
106
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ACL
2015
10 years 11 days ago
2015
In order to effectively utilize multiple datasets with heterogeneous annotations, this paper proposes a coupled sequence labeling model that can directly learn and infer two heter...
109
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ACL
2015
10 years 11 days ago
2015
Natural language generation of coherent long texts like paragraphs or longer documents is a challenging problem for recurrent networks models. In this paper, we explore an importa...