awesome-deeplearning-resources

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 :star:
• 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 :star:
• 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 :star:
• 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 :star:

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

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