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1
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question Answering ...
Abstract: In this paper, we present the mQA model, which is able to answer questions about the content of an image. The answer can be a sentence, a phrase or a single word. Our model contains four components: a Long Short-Term Memory (LSTM) to extract the question representation, a Convolutional Neural Network (CNN) to extract the visual representation, an LSTM for storing the linguistic context in an answer, and a fusing component to combine the information from the first three components and generate the answer. We construct a Freestyle Multilingual Image Question Answering (FM-IQA) dataset to train and evaluate our mQA model. It contains over 150,000 images and 310,000 freestyle Chinese question-answer pairs and their English translations. The quality of the generated answers of our mQA model on this dataset is evaluated by human judges through a Turing Test. Specifically, we mix the answers provided by humans and our model. The human judges need to distinguish our model from the human. They will also provide a ... : Dataset released on the project page, see http://idl.baidu.com/FM-IQA.html ; NIPS 2015 camera ready version ...
Keyword: Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences; I.2.6; I.2.7; I.2.10; Machine Learning cs.LG
URL: https://arxiv.org/abs/1505.05612
https://dx.doi.org/10.48550/arxiv.1505.05612
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2
Learning like a Child: Fast Novel Visual Concept Learning from Sentence Descriptions of Images ...
Mao, Junhua; Xu, Wei; Yang, Yi. - : arXiv, 2015
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3
Translation Memory Retrieval Methods ...
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4
The Influence of Context on Dialogue Act Recognition ...
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5
Statistical modality tagging from rule-based annotations and crowdsourcing ...
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6
Replication and Generalization of PRECISE ...
Minock, Michael; Everling, Nils. - : arXiv, 2015
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7
Reasoning about Entailment with Neural Attention ...
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8
Named Entity Recognition with Bidirectional LSTM-CNNs ...
Chiu, Jason P. C.; Nichols, Eric. - : arXiv, 2015
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9
Use of Modality and Negation in Semantically-Informed Syntactic MT ...
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10
Unknown Words Analysis in POS tagging of Sinhala Language ...
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11
Towards Using Machine Translation Techniques to Induce Multilingual Lexica of Discourse Markers ...
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12
Exploring Lexical, Syntactic, and Semantic Features for Chinese Textual Entailment in NTCIR RITE Evaluation Tasks ...
Huang, Wei-Jie; Liu, Chao-Lin. - : arXiv, 2015
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13
Annotating Cognates and Etymological Origin in Turkic Languages ...
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