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Nature language process

  • 500+ Times Faster Than Deep Learning (A Case Study Exploring Faster Methods for Text Mining StackOverflow). arxiv
  • A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation. arxiv
  • Analysis Methods in Neural Language Processing: A Survey. arxiv
  • An end-to-end TextSpotter with Explicit Alignment and Attention. arxiv code
  • An Introductory Survey on Attention Mechanisms in NLP Problems. arxiv
  • Annotation Artifacts in Natural Language Inference Data. arxiv ⭐
  • A Universal Music Translation Network. arxiv
  • Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension. arxiv
  • Calculating the similarity between words and sentences using a lexical database and corpus statistics. arxiv
  • Chinese Text in the Wild. arxiv
  • Content Selection in Deep Learning Models of Summarization. arxiv
  • Constituency Parsing with a Self-Attentive Encoder. arxiv code
  • Embedding Logical Queries on Knowledge Graphs. arxiv code
  • Extracting Action Sequences from Texts Based on Deep Reinforcement Learning. arxiv
  • Generating Wikipedia by Summarizing Long Sequences. arxiv ⭐
  • How Images Inspire Poems: Generating Classical Chinese Poetry from Images with Memory Networks. arxiv
  • IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Oriented Scene Text Detection. arxiv
  • Linguistically-Informed Self-Attention for Semantic Role Labeling. arxiv ⭐
  • Neural Relational Inference for Interacting Systems. arxiv code
  • Neural Text Generation: Past, Present and Beyond. arxiv
  • PixelLink: Detecting Scene Text via Instance Segmentation. arxiv code
  • Shape Robust Text Detection with Progressive Scale Expansion Network. arxiv code
  • Text2Shape: Generating Shapes from Natural Language by Learning Joint Embeddings. arxiv
  • TextTopicNet - Self-Supervised Learning of Visual Features Through Embedding Images on Semantic Text Spaces. arxiv code
  • Using J-K fold Cross Validation to Reduce Variance When Tuning NLP Models. arxiv code

Chatbot

  • A Deep Reinforcement Learning Chatbot (Short Version). arxiv
  • Dialogue Generation: From Imitation Learning to Inverse Reinforcement Learning. arxiv
  • Goal-Oriented Chatbot Dialog Management Bootstrapping with Transfer Learning. arxiv
  • Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems. arxiv code
  • The Design and Implementation of XiaoIce, an Empathetic Social Chatbot. arxiv

Embeddings

  • An efficient framework for learning sentence representations. arxiv
  • A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks. arxiv code
  • A robust self-learning method for fully unsupervised cross-lingual mappings of word embeddings. arxiv code
  • Beyond Word Embeddings: Learning Entity and Concept Representations from Large Scale Knowledge Bases. arxiv
  • Concept2vec: Metrics for Evaluating Quality of Embeddings for Ontological Concepts. arxiv
  • Deep contextualized word representations. arxiv
  • Evaluating Compositionality in Sentence Embeddings. arxiv code
  • From Word to Sense Embeddings: A Survey on Vector Representations of Meaning. arxiv
  • Learning Domain-Sensitive and Sentiment-Aware Word Embeddings. arxiv
  • Learning Role-based Graph Embeddings. arxiv code
  • Learning Word Embeddings for Low-resource Languages by PU Learning. arxiv
  • On the Dimensionality of Word Embedding. arxiv code
  • Poincaré GloVe: Hyperbolic Word Embeddings. arxiv
  • Query2Vec: NLP Meets Databases for Generalized Workload Analytics. arxiv
  • Semantic projection: recovering human knowledge of multiple, distinct object features from word embeddings. arxiv
  • Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from Speech. arxiv
  • Word Embedding Attention Network: Generating Words by Querying Distributed Word Representations for Paraphrase Generation. arxiv code
  • Word2Bits - Quantized Word Vectors. arxiv code ⭐

Keyphrase Extraction

  • EmbedRank: Unsupervised Keyphrase Extraction using Sentence Embeddings. arxiv

Knowledge Graphs

  • Variational Knowledge Graph Reasoning. arxiv

Language Model

  • An Analysis of Neural Language Modeling at Multiple Scales. arxiv code

Pos-tagging

  • Evaluating Layers of Representation in Neural Machine Translation on Part-of-Speech and Semantic Tagging Tasks. arxiv code

QA

  • A Corpus for Modeling Word Importance in Spoken Dialogue Transcripts. arxiv
  • A Question-Focused Multi-Factor Attention Network for Question Answering. arxiv code
  • Being curious about the answers to questions: novelty search with learned attention. arxiv code
  • Bilinear Attention Networks. arxiv code
  • EARL: Joint Entity and Relation Linking for Question Answering over Knowledge Graphs. arxiv code
  • Finding ReMO (Related Memory Object): A Simple Neural Architecture for Text based Reasoning. arxiv code
  • The Natural Language Decathlon: Multitask Learning as Question Answering. arxiv
  • Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge. arxiv code
  • TVQA: Localized, Compositional Video Question Answering. arxiv
  • Visual Question Generation as Dual Task of Visual Question Answering. url code

NER

  • Chinese NER Using Lattice LSTM. arxiv code
  • Named Entity Disambiguation using Deep Learning on Graphs. arxiv code

NMT

  • Achieving Human Parity on Automatic Chinese to English News Translation. arxiv
  • Apply Chinese Radicals Into Neural Machine Translation: Deeper Than Character Level. arxiv
  • Phrase-Based & Neural Unsupervised Machine Translation. arxiv
  • Self-Attention with Relative Position Representations. arxiv

Recommender Systems

  • Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba. arxiv
  • DKN: Deep Knowledge-Aware Network for News Recommendation. arxiv
  • Explainable Recommendation: A Survey and New Perspectives. arxiv
  • FashionNet: Personalized Outfit Recommendation with Deep Neural Network. arxiv
  • Graph Convolutional Neural Networks for Web-Scale Recommender Systems. arxiv
  • Learning Tree-based Deep Model for Recommender Systems. arxiv
  • MARS: Memory Attention-Aware Recommender System. arxiv
  • Offline A/B testing for Recommender Systems. arxiv
  • Ranking Distillation: Learning Compact Ranking Models With High Performance for Recommender System. arxiv code
  • Sequence-Aware Recommender Systems. arxiv
  • Top-K Off-Policy Correction for a REINFORCE Recommender System. arxiv

Sentiment Analysis

  • Combination of Domain Knowledge and Deep Learning for Sentiment Analysis. arxiv
  • Word2Vec and Doc2Vec in Unsupervised Sentiment Analysis of Clinical Discharge Summaries. arxiv

Speech Recognition

  • Automatic Detection of Online Jihadist Hate Speech. arxiv
  • Do WaveNets Dream of Acoustic Waves? arxiv
  • End-to-End Speech Recognition From the Raw Waveform. arxiv
  • Large-Scale Visual Speech Recognition. arxiv
  • Speech Emotion Recognition with Data Augmentation and Layer-wise Learning Rate Adjustment. arxiv
  • Stochastic WaveNet: A Generative Latent Variable Model for Sequential Data. arxiv
  • VoxCeleb2: Deep Speaker Recognition. arxiv

Text Classification

  • Clinical Text Classification with Rule-based Features and Knowledge-guided Convolutional Neural Networks. arxiv
  • Fake News Identification on Twitter with Hybrid CNN and RNN Models. arxiv
  • Fine-tuned Language Models for Text Classification. arxiv
  • Joint Embedding of Words and Labels for Text Classification. arxiv code
  • Online Embedding Compression for Text Classification using Low Rank Matrix Factorization. arxiv
  • SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines. arxiv code