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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 :star:
• 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 :star:
• Deep Biaffine Attention for Neural Dependency Parsing. pdf code :star:
• 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 :star:
• 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 :star:
• Globally Normalized Transition-Based Neural Networks. arxiv tensorflow :star:
• GraphNet: Recommendation system based on language and network structure. pdf
• How NOT To Evaluate Your Dialogue System. arxiv :star:
• 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 :star:
• Learning End-to-End Goal-Oriented Dialog. arxiv tensorflow :star:
• Learning Recurrent Span Representations for Extractive Question Answering. arxiv
• Learning to Compose Neural Networks for Question Answering. arxiv :star:
• 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 :star:
• [lda2vec] Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec. arxiv code tensorflow :star:
• Modeling Coverage for Neural Machine Translation. pdf :star:
• Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss. pdf code :star:
• MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving. arxiv :star:
• Neural Architectures for Fine-grained Entity Type Classification. arxiv
• Neural Architectures for Named Entity Recognition. arxiv :star:
• 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 :star:
• 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 :star:
• 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 :star:
• 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 :star:
• Visual Dialog. arxiv code :star:
• Wav2Letter: an End-to-End ConvNet-based Speech Recognition System. arxiv
• Wide & Deep Learning for Recommender Systems. arxiv tensorflow :star:

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 :star:
• Modeling documents with Generative Adversarial Networks. arxiv
• [StackGAN] StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks. arxiv code :star:

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 :star:
• 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 :star:
• 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 :star:
• 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 :star:
• A Character-level Decoder without Explicit Segmentation for Neural Machine Translation. pdf :star:
• A Convolutional Encoder Model for Neural Machine Translation. arxiv pytorch
• Character-based Neural Machine Translation. arxiv :star:
• 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 :star:
• 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 :star:
• 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 :star:
• Modeling Coverage for Neural Machine Translation. pdf :star:
• 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 :star:
• 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 :star:
• Scalable Bayesian Learning of Recurrent Neural Networks for Language Modeling. arxiv
• Recurrent Memory Networks for Language Modeling. arxiv

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