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nature language process

deep learning

  • Automatic Rule Extraction from Long Short Term Memory Networks. [arXiv]
  • Deep Recurrent Neural Network for Protein Function Prediction from Sequence. [arXiv]
  • Dialog Context Language Modeling with Recurrent Neural Networks. [arXiv]
  • dna2vec: Consistent vector representations of variable-length k-mers. [arXiv] [code]
  • Joint Semantic Synthesis and Morphological Analysis of the Derived Word. [arXiv]
  • LanideNN: Multilingual Language Identification on Character Window. [arXiv] [code]
  • Learning a Natural Language Interface with Neural Programmer. [arXiv] [tensorflow] ⭐
  • Learning Arbitrary Potentials in CRFs with Gradient Descent. [arXiv]
  • Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities. [arXiv]
  • Neural Probabilistic Model for Non-projective MST Parsing. [arXiv]
  • Outlier Detection for Text Data : An Extended Version. [arXiv]
  • Question Answering through Transfer Learning from Large Fine-grained Supervision Data. [arXiv]
  • Recurrent Recommender Networks. [pdf]
  • Symbolic, Distributed and Distributional Representations for Natural Language Processing in the Era of Deep Learning: a Survey. [arXiv]
  • Vector Embedding of Wikipedia Concepts and Entities. [arXiv] [code]
  • VINet: Visual-Inertial Odometry as a Sequence-to-Sequence Learning Problem. [arXiv]

Attention and memory

  • End-to-End Attention based Text-Dependent Speaker Verification. [arXiv]
  • Structural Attention Neural Networks for improved sentiment analysis. [arXiv]

Generative learning