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natural language process

NLP

  • Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond. pdf
  • AC-BLSTM: Asymmetric Convolutional Bidirectional LSTM Networks for Text Classification. arxiv
  • Achieving Human Parity in Conversational Speech Recognition. arxiv
  • A General Framework for Content-enhanced Network Representation Learning. arxiv
  • A Hybrid Geometric Approach for Measuring Similarity Level Among Documents and Document Clustering. pdf code
  • A Joint Many-Task Model- Growing a Neural Network for Multiple NLP Tasks. arxiv
  • A Semisupervised Approach for Language Identification based on Ladder Networks. pdf
  • A Simple, Fast Diverse Decoding Algorithm for Neural Generation. arxiv
  • Aspect Level Sentiment Classification with Deep Memory Network. arxiv tensorflow ⭐
  • A Strong Baseline for Learning Cross-Lingual Word Embeddings from Sentence Alignments. arxiv
  • Cached Long Short-Term Memory Neural Networks for Document-Level Sentiment Classification. arxiv
  • Character-level and Multi-channel Convolutional Neural Networks for Large-scale Authorship Attribution. arxiv
  • COCO-Text-Dataset and Benchmark for Text Detection and Recognition in Natural Images. pdf
  • Collaborative Recurrent Autoencoder: Recommend while Learning to Fill in the Blanks. arxiv
  • Collaborative Recurrent Neural Networks for Dynamic Recommender Systems. pdf tensorflow
  • Context-aware Natural Language Generation with Recurrent Neural Networks. arxiv
  • [CLSTM] Contextual LSTM models for Large scale NLP tasks. pdf ⭐
  • Deep Biaffine Attention for Neural Dependency Parsing. pdf code ⭐
  • Deep Semi-Supervised Learning with Linguistically Motivated Sequence Labeling Task Hierarchies. arxiv
  • Deep Neural Networks for YouTube Recommendations. pdf
  • Detecting Text in Natural Image with Connectionist Text Proposal Network. arxiv code
  • Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models. arxiv
  • Efficient Character-level Document Classification by Combining Convolution and Recurrent Layers. arxiv
  • End-to-End Answer Chunk Extraction and Ranking for Reading Comprehension. arxiv
  • End-to-End Multi-View Networks for Text Classification. arxiv
  • End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF. arxiv ⭐
  • Enhancing and Combining Sequential and Tree LSTM for Natural Language Inference. arxiv
  • Fully Convolutional Instance-aware Semantic Segmentation. arxiv code
  • Generative Deep Neural Networks for Dialogue: A Short Review. arxiv
  • Generating Factoid Questions With Recurrent Neural Networks- The 30M Factoid Question-Answer Corpus. pdf ⭐
  • Globally Normalized Transition-Based Neural Networks. arxiv tensorflow ⭐
  • GraphNet: Recommendation system based on language and network structure. pdf
  • How NOT To Evaluate Your Dialogue System. arxiv ⭐
  • Inducing Multilingual Text Analysis Tools Using Bidirectional Recurrent Neural Networks. pdf
  • Key-Value Memory Networks for Directly Reading Documents. pdf
  • Learning Distributed Representations of Sentences from Unlabelled Data. arxiv ⭐
  • Learning End-to-End Goal-Oriented Dialog. arxiv tensorflow ⭐
  • Learning Recurrent Span Representations for Extractive Question Answering. arxiv
  • Learning to Compose Neural Networks for Question Answering. arxiv ⭐
  • Learning to Translate in Real-time with Neural Machine Translation. arxiv
  • Linguistically Regularized LSTMs for Sentiment Classification. arxiv
  • Long Short-Term Memory-Networks for Machine Reading. url ⭐
  • [lda2vec] Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec. arxiv code tensorflow ⭐
  • Modeling Coverage for Neural Machine Translation. pdf ⭐
  • Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss. pdf code ⭐
  • MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving. arxiv ⭐
  • Neural Architectures for Fine-grained Entity Type Classification. arxiv
  • Neural Architectures for Named Entity Recognition. arxiv ⭐
  • Neural Emoji Recommendation in Dialogue Systems.arxiv
  • Neural Paraphrase Generation with Stacked Residual LSTM Networks. arxiv
  • Neural Semantic Encoders. arxiv
  • Neural Variational Inference for Text Processing. arxiv ⭐
  • Online Segment to Segment Neural Transduction. arxiv
  • On Random Weights for Texture Generation in One Layer Neural Networks.arxiv
  • Parallelizing Word2Vec in Shared and Distributed Memory.arxiv code
  • Phased LSTM: Accelerating Recurrent Network Training for Long or Event-based Sequences. arxiv code
  • Recurrent Neural Network Grammars. arxiv ⭐
  • Reading Wikipedia to Answer Open-Domain Questions. arxiv pytorch
  • ReasoNet: Learning to Stop Reading in Machine Comprehension. arxiv
  • Sentence Level Recurrent Topic Model- Letting Topics Speak for Themselves. arxiv
  • Sentence-Level Grammatical Error Identification as Sequence-to-Sequence Correction. pdf
  • Sentence Ordering using Recurrent Neural Networks. arxiv
  • Sequence to Backward and Forward Sequences: A Content-Introducing Approach to Generative Short-Text Conversation. arxiv
  • Sequential Match Network: A New Architecture for Multi-turn Response Selection in Retrieval-based Chatbots. arxiv
  • Structured Sequence Modeling with Graph Convolutional Recurrent Networks. arxiv
  • TopicRNN: A Recurrent Neural Network with Long-Range Semantic Dependency. arxiv
  • Tracking the World State with Recurrent Entity Networks . arxiv ⭐
  • Tying Word Vectors and Word Classifiers: A Loss Framework for Language Modeling. arxiv code
  • Tweet2Vec: Learning Tweet Embeddings Using Character-level CNN-LSTM Encoder-Decoder.arxiv code
  • Unsupervised Learning of Sentence Representations using Convolutional Neural Networks. arxiv
  • Unsupervised neural and Bayesian models for zero-resource speech processing. arxiv
  • Unsupervised Pretraining for Sequence to Sequence Learning. arxiv
  • UTCNN: a Deep Learning Model of Stance Classificationon on Social Media Text. arxiv
  • Very Deep Convolutional Networks for Natural Language Processing. arxiv ⭐
  • Visual Dialog. arxiv code ⭐
  • Wav2Letter: an End-to-End ConvNet-based Speech Recognition System. arxiv
  • Wide & Deep Learning for Recommender Systems. arxiv tensorflow ⭐

Generative learning

  • Adversarial Training Methods for Semi-Supervised Text Classification. arxiv
  • Aspect Level Sentiment Classification with Deep Memory Network. arxiv
  • Generative Adversarial Text to Image Synthesis. arxiv ⭐
  • Modeling documents with Generative Adversarial Networks. arxiv
  • [StackGAN] StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks. arxiv code ⭐

Attention and memory

  • ABCNN: Attention-Based Convolutional Neural Network for Modeling Sentence Pairs. arxiv tensorflow
  • A Context-aware Attention Network for Interactive Question Answering. url
  • A Decomposable Attention Model for Natural Language Inference. arxiv code
  • A self-attentive sentence embedding. pdf
  • Aspect Level Sentiment Classification with Deep Memory Network. arxiv code ⭐
  • AttSum: Joint Learning of Focusing and Summarization with Neural Attention. arxiv
  • Attention-over-Attention Neural Networks for Reading Comprehension. arxiv code
  • Collective Entity Resolution with Multi-Focal Attention. pdf
  • Gated-Attention Readers for Text Comprehension. pdf
  • Hierarchical Attention Networks for Document Classification. pdf tensorflow ⭐
  • Hierarchical Memory Networks for Answer Selection on Unknown Words. arxiv
  • Implicit Distortion and Fertility Models for Attention-based Encoder-Decoder NMT Model. arxiv
  • Improving Attention Modeling with Implicit Distortion and Fertility for Machine Translation. pdf
  • Iterative Alternating Neural Attention for Machine Reading. arxiv
  • Joint CTC-Attention based End-to-End Speech Recognition using Multi-task Learning. arxiv
  • Key-Value Memory Networks for Directly Reading Documents. arxiv
  • Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks. arxiv
  • Language to Logical Form with Neural Attention. pdf ⭐
  • Learning Natural Language Inference using Bidirectional LSTM model and Inner-Attention. arxiv
  • Lexicon Integrated CNN Models with Attention for Sentiment Analysis. arxiv
  • Memory-enhanced Decoder for Neural Machine Translation. arxiv
  • Neural Language Correction with Character-Based Attention. arxiv
  • Visualizing and Understanding Curriculum Learning for Long Short-Term Memory Networks. arxiv

Neural Machine Translation

  • Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models. arxiv ⭐
  • A Character-level Decoder without Explicit Segmentation for Neural Machine Translation. pdf ⭐
  • A Convolutional Encoder Model for Neural Machine Translation. arxiv pytorch
  • Character-based Neural Machine Translation. arxiv ⭐
  • Context-Dependent Word Representation for Neural Machine Translation. arxiv
  • Convolutional Encoders for Neural Machine Translation. pdf
  • Deep Recurrent Models with Fast-Forward Connections for Neural Machine Translatin. arxiv
  • Dual Learning for Machine Translation. pdf
  • Fast Domain Adaptation for Neural Machine Translation. arxiv
  • Fully Character-Level Neural Machine Translation without Explicit Segmentation. pdf ⭐
  • Google's Multilingual Neural Machine Translation System- Enabling Zero-Shot Translation. arxiv
  • Google's Neural Machine Translation System- Bridging the Gap between Human and Machine Translation. arxiv ⭐
  • How Grammatical is Character-level Neural Machine Translation? Assessing MT Quality with Contrastive Translation Pairs. arxiv
  • Interactive Attention for Neural Machine Translation. arxiv
  • Multimodal Attention for Neural Machine Translation. arxiv
  • Multi-Way, Multilingual Neural Machine Translation with a Shared Attention Mechanism. arxiv ⭐
  • Modeling Coverage for Neural Machine Translation. pdf ⭐
  • Neural Machine Translation in Linear Time. arxiv
  • Neural Network Translation Models for Grammatical Error Correction. arxiv
  • Neural Machine Translation with Latent Semantic of Image and Text. arxiv
  • Neural Machine Translation with Pivot Languages. arxiv
  • Neural Machine Translation with Recurrent Attention Modeling. arxiv
  • Neural Machine Translation with Supervised Attention. pdf
  • Recurrent Neural Machine Translation.arxiv
  • Semi-Supervised Learning for Neural Machine Translation. pdf
  • Temporal Attention Model for Neural Machine Translation. arxiv
  • Zero-Resource Translation with Multi-Lingual Neural Machine Translation. arxiv

Neural Language Model

  • Character-Aware Neural Language Models. pdf ⭐
  • Character-Level Language Modeling with Hierarchical Recurrent Neural Networks. arxiv
  • Coherent Dialogue with Attention-based Language Models. arxiv
  • Joint Online Spoken Language Understanding and Language Modeling with Recurrent Neural Networks. arxiv
  • Improving neural language models with a continuous cache. pdf
  • Language Modeling with Gated Convolutional Networks. arxiv tensorflow ⭐
  • Scalable Bayesian Learning of Recurrent Neural Networks for Language Modeling. arxiv
  • Recurrent Memory Networks for Language Modeling. arxiv