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nature language process

deep learning

  • A Comparative Study of Word Embeddings for Reading Comprehension. arxiv
  • An Automated Text Categorization Framework based on Hyperparameter Optimization. arxiv code
  • A Neural Framework for Generalized Topic Models. arxiv code
  • A Review on Deep Learning Techniques Applied to Semantic Segmentation. arxiv
  • A Tidy Data Model for Natural Language Processing using cleanNLP. arXiv
  • Attention-based Natural Language Person Retrieval. arxiv
  • Autoencoding Variational Inference For Topic Models. arxiv tensorflow ⭐
  • Automatic Rule Extraction from Long Short Term Memory Networks. arxiv
  • Big Picture Machine Learning: Classifying Text with Neural Networks and TensorFlow. url tensorflow
  • Billion-scale similarity search with GPUs. arXiv code ⭐
  • Deep Multitask Learning for Semantic Dependency Parsing. arXiv
  • Deep Recurrent Neural Network for Protein Function Prediction from Sequence. arxiv
  • Deep Voice: Real-time Neural Text-to-Speech. arxiv ⭐
  • Depthwise Separable Convolutions for Neural Machine Translation. arxiv
  • Dialog Context Language Modeling with Recurrent Neural Networks. arxiv
  • dna2vec: Consistent vector representations of variable-length k-mers. arxiv code
  • Efficient Natural Language Response Suggestion for Smart Reply. arxiv
  • Efficient Vector Representation For Documents Through Corruption. pdf] code ⭐
  • End-to-End MAP Training of a Hybrid HMM-DNN Model. arXiv
  • End-to-end semantic face segmentation with conditional random fields as convolutional, recurrent and adversarial networks. arxiv
  • End-to-End Task-Completion Neural Dialogue Systems. arxiv code] ⭐
  • Global Relation Embedding for Relation Extraction. arxiv code
  • Graph Embedding Techniques, Applications, and Performance: A Survey. arxiv code
  • Joint Semantic Synthesis and Morphological Analysis of the Derived Word. arxiv
  • Jointly Learning Sentence Embeddings and Syntax with Unsupervised Tree-LSTMs. arxiv ⭐
  • High-Throughput and Language-Agnostic Entity Disambiguation and Linking on User Generated Data. arxiv
  • Label Refinement Network for Coarse-to-Fine Semantic Segmentation. arxiv
  • Language Generation with Recurrent Generative Adversarial Networks without Pre-training. arxiv code
  • LanideNN: Multilingual Language Identification on Character Window. arxiv code
  • Latent Intention Dialogue Models. arxiv
  • Learning a Natural Language Interface with Neural Programmer. arxiv tensorflow ⭐
  • Learning Arbitrary Potentials in CRFs with Gradient Descent. arxiv
  • Learning Convolutional Text Representations for Visual Question Answering. arxiv code ⭐
  • Learning Important Features Through Propagating Activation Differences. arxiv code ⭐
  • Learning to Extract Semantic Structure from Documents Using Multimodal Fully Convolutional Neural Network. arxiv
  • Learning to Generate Reviews and Discovering Sentiment. arxiv code
  • Learning to Skim Text. arxiv
  • Learning with Confident Examples: Rank Pruning for Robust Classification with Noisy Labels. arxiv code
  • Machine Comprehension by Text-to-Text Neural Question Generation. arxiv
  • Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities. arxiv
  • Neural Probabilistic Model for Non-projective MST Parsing. arxiv
  • N-gram Language Modeling using Recurrent Neural Network Estimation. arxiv ⭐
  • One Representation per Word - Does it make Sense for Composition?. arxiv
  • Outlier Detection for Text Data : An Extended Version. arxiv
  • Person Search with Natural Language Description. arxiv
  • Question Answering from Unstructured Text by Retrieval and Comprehension. arxiv
  • Rationalization: A Neural Machine Translation Approach to Generating Natural Language Explanations. arxiv ⭐
  • Recurrent and Contextual Models for Visual Question Answering. arxiv
  • Recurrent Recommender Networks. pdf
  • SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine. arxiv pytorch ⭐
  • Semantic Instance Segmentation via Deep Metric Learning. arxiv ⭐
  • struc2vec: Learning Node Representations from Structural Identity. arxiv code
  • Symbolic, Distributed and Distributional Representations for Natural Language Processing in the Era of Deep Learning: a Survey. arxiv
  • [Tacotron] A Fully End-to-End Text-To-Speech Synthesis Model. arxiv code tensorflow ⭐
  • Text Summarization using Abstract Meaning Representation. arxiv
  • TGIF-QA: Toward Spatio-Temporal Reasoning in Visual Question Answering. arxiv ⭐
  • Twitter100k: A Real-world Dataset for Weakly Supervised Cross-Media Retrieval. arxiv code
  • Understanding Convolution for Semantic Segmentation. arxiv
  • Vector Embedding of Wikipedia Concepts and Entities. arxiv code]
  • VINet: Visual-Inertial Odometry as a Sequence-to-Sequence Learning Problem. arxiv
  • What's in a Question: Using Visual Questions as a Form of Supervision. arxiv code

Attention and memory

  • End-to-End Attention based Text-Dependent Speaker Verification. arxiv
  • Frustratingly Short Attention Spans in Neural Language Modeling. arxiv
  • Structural Attention Neural Networks for improved sentiment analysis. arxiv

Generative learning

Transfer learning

  • Better Text Understanding Through Image-To-Text Transfer. arxiv ⭐
  • Domain Adaptation in Question Answering. arxiv
  • Neural Machine Translation and Sequence-to-sequence Models: A Tutorial. arxiv
  • Semantic Autoencoder for Zero-Shot Learning. arxiv code
  • Transfer Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network. arxiv code
  • Transfer Learning for Named-Entity Recognition with Neural Networks. arxiv code