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深度學習資源

NLP相關論文推薦

一種word embedding方法 【ACL‘07】Fast Semantic Extraction Using a Novel Neural Network Architecture

在word embedding基礎上進行各種NLP任務的嘗試 【ICML‘08】A unified architecture for natural language processing: deep neural networks with multitask learning

綜述與比較各種Word representations 【ACL‘10】Word representations:A simple and general method for semi-supervised learning

用於情感分析 【EMNLP‘11】Semi-supervised recursive autoencoders for predicting sentiment distributions

【NAACL‘13】 Discourse Connectors for Latent Subjectivity in Sentiment Analysis

用於句法分析 【ACL‘13】 Parsing with Compositional Vector Grammars

用於paraphrase Dynamic Pooling and Unfolding Recursive Autoencoders for Paraphrase Detection

用於語義分析 Joint Learning of Words and Meaning Representations for Open-Text Semantic Parsing

用於中文分詞詞性標註 [EMNLP‘13] Deep Learning for Chinese Word Segmentation and POS Tagging

用於機器翻譯的詞對齊 【ACL‘13】 Word Alignment Modeling with Context Dependent Deep Neural Network

用於機器翻譯的調序 [EMNLP‘13] Recursive Autoencoders for ITG-Based Translation