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Mapping Natural Language Instructions to Mobile UI Action Sequences ...
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PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification ...
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Aspect-augmented Adversarial Networks for Domain Adaptation
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In: MIT Press (2019)
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Abstract:
We introduce a neural method for transfer learning between two (source and target) classification tasks or aspects over the same domain. Rather than training on target labels, we use a few keywords pertaining to source and target aspects indicating sentence relevance instead of document class labels. Documents are encoded by learning to embed and softly select relevant sentences in an aspect-dependent manner. A shared classifier is trained on the source encoded documents and labels, and applied to target encoded documents. We ensure transfer through aspect-adversarial training so that encoded documents are, as sets, aspect-invariant. Experimental results demonstrate that our approach outperforms different baselines and model variants on two datasets, yielding an improvement of 27% on a pathology dataset and 5% on a review dataset.
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URL: https://hdl.handle.net/1721.1/135065
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Neuropathology of RAN translation proteins in fragile X-associated tremor/ataxia syndrome
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Neuropathology of RAN translation proteins in fragile X-associated tremor/ataxia syndrome
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The Fabric of Entropy: A Discussion on the Meaning of Fractional Information
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A Fast, Compact, Accurate Model for Language Identification of Codemixed Text ...
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Anticipating Correlative Thinking: A Comparative Analysis of the Laozi and Phaedrus
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Zhang, Yuan. - : University of Alberta. Department of East Asian Studies., 2018
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Transfer learning for low-resource natural language analysis
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Ten pairs to tag - Multilingual POS tagging via coarse mapping between embeddings
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In: MIT Web Domain (2016)
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High-order low-rank tensors for semantic role labeling
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In: MIT Web Domain (2015)
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Hierarchical Low-Rank Tensors for Multilingual Transfer Parsing
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In: MIT Web Domain (2015)
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Randomized greedy inference for joint segmentation, POS tagging and dependency parsing
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In: MIT Web Domain (2015)
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Antonymous Adjectives in Disyllabic Lexical Compounds in Mandarin: A Cognitive Linguistics Perspective
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Low-Rank Tensors for Scoring Dependency Structures
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In: MIT web domain (2014)
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Steps to Excellence: Simple Inference with Refined Scoring of Dependency Trees
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In: MIT web domain (2014)
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Spatial Representation of Topological Concepts IN and ON: A Comparative Study of English and Mandarin Chinese
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