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自然语言处理必读论文 聚类&词向量 主题模型 语言模型 分割、标注、解析 序列模型、信息抽取 机器翻译, seq2seq模型 指代消歧 自动文本总结 问答系统、阅读理解 生成模型、强化学习 机器学习 神经网络模型 转载:http://blog.csdn.net/weixin_40400177/article/details/103485753 侵删!!!
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自然语言处理.rar (74个子文件)
自然语言处理
分割、标注、解析
Globally Normalized Transition-Based Neural Networks.pdf 168KB
Grammar as a Foreign Language.pdf 150KB
Corpus-Based Induction of Syntactic Structure Models of Dependency and Constituency..pdf 410KB
Deterministic dependency parsing of English text.pdf 242KB
A Maximum Entropy Model for Part-Of-Speech Tagging.pdf 600KB
Discriminative Training Methods for Hidden Markov Models Theory and Experiments with Perceptron Algorithms.pdf 269KB
A Maximum-Entropy-Inspired Parser.pdf 785KB
Non-projective dependency parsing using spanning tree algorithms.pdf 100KB
Accurate unlexicalized parsing.pdf 83KB
Structural Ambiguity and Lexical Relations.pdf 1.09MB
指代消歧
Supervised noun phrase coreference research The first fifteen years.pdf 224KB
End-to-end Neural Coreference Resolution.pdf 226KB
主题模型
Probabilistic Latent Semantic Indexing.pdf 214KB
Latent Dirichlet Allocation.pdf 1.53MB
生成模型、强化学习
Sequence Level Training with Recurrent Neural Networks.pdf 1.63MB
Deep Reinforcement Learning for Dialogue Generation.pdf 5MB
SeqGAN Sequence Generative Adversarial Nets with Policy Gradient.pdf 806KB
自动文本总结
Multi-Document Summarization by Maximizing Informative Content-Words.pdf 160KB
A Neural Attention Model for Sentence Summarization.pdf 616KB
Summarization beyond sentence extraction a probabilistic approach to sentence compression.pdf 147KB
A Study of Global Inference Algorithms in Multi-document Summarization.pdf 185KB
Modelling Compression with Discourse Constraints.pdf 84KB
神经网络模型
Character-level Convolutional Networks for Text Classification.pdf 296KB
BERT Pre-training of Deep Bidirectional Transformers for Language Understanding.pdf 578KB
Dynamic_Pooling_and_Unfolding_Recursive_Autoencode.pdf 946KB
Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank.pdf 1.25MB
Convolutional Neural Networks for Sentence Classification.pdf 236KB
UnderstandingLSTMNetworks.pdf 391KB
Natural Language Processing (almost) from Scratch.pdf 758KB
Deep contextualized word representations.pdf 416KB
序列模型、信息抽取
Bidirectional LSTM-CRF Models for Sequence Tagging.pdf 297KB
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF.pdf 330KB
Discovering word senses from text.pdf 119KB
Distant supervision for relation extraction without labeled data.pdf 220KB
Unsupervised Models for Named Entity Classification.pdf 144KB
Automatic Acquisition of Hyponyms from Large Text Corpora.pdf 494KB
机器学习
Bayesian Inference with Tears.pdf 788KB
Combining Labeled and Unlabeled Data with Co-Training.pdf 208KB
An Introduction to Conditional Random Fields for Relational Learning.pdf 405KB
Why Should I Trust You Explaining the Predictions of Any Classifier.pdf 4.1MB
Text Classification from Labeled and Unlabeled Documents using EM.pdf 410KB
Conditional Random Fields Probabilistic Models for Segmenting and Labeling Sequence Data.pdf 174KB
聚类&词向量
Efficient Estimation of Word Representations in Vector Space.pdf 223KB
Class-Based_n-gram_Models_of_Natural_Language.pdf 228KB
Glove_Global_Vectors_for_Word_Representation.pdf 2.58MB
Distributed_Representations_of_Words_and_Phrases_a.pdf 162KB
Enriching Word Vectors with Subword Information.pdf 2.26MB
Distributed Representations of Sentences and Documents.pdf 286KB
Skip-Thought Vectors.pdf 1.3MB
机器翻译, seq2seq模型
Neural Machine Translation of Rare Words with Subword Units.pdf 420KB
Sequence to Sequence Learning with Neural Networks.pdf 109KB
Statistical Phrase-Based Translation.pdf 511KB
Machine Transliteration.pdf 593KB
Stochastic Inversion Transduction Grammars and Bilingual Parsing of Parallel Corpora.pdf 1.62MB
The Web as a Parallel Corpus.pdf 354KB
BLEU a Method for Automatic Evaluation of Machine Translation.pdf 311KB
A Statistical Approach to Machine Translation.pdf 660KB
Googles Neural Machine Translation System Bridging the Gap between Human and Machine Translation.pdf 1.61MB
Effective Approaches to Attention-based Neural Machine Translation.pdf 244KB
A Statistical MT Tutorial Workbook.pdf 239KB
A hierarchical phrase-based model for statistical machine translation.pdf 202KB
A Neural Conversational Model.pdf 81KB
Convolutional Sequence to Sequence Learning.pdf 560KB
The Alignment Template Approach to Statistical Machine Translation.pdf 498KB
Neural Machine Translation by Jointly Learning to Align and Translate.pdf 434KB
问答系统、阅读理解
Bi-Directional Attention Flow for Machine Comprehension.pdf 615KB
SQuAD_100000_Questions_for_Machine_Comprehension_o.pdf 456KB
语言模型
An Empirical Study of Smoothing Techniques for Language Modeling.pdf 227KB
A bit of progress in language modeling.pdf 356KB
A Bayesian Interpretation of Interpolated Kneser-Ney.pdf 1.23MB
Character-Aware Neural Language Models.pdf 469KB
The Unreasonable Effectiveness of Recurrent Neural Networks.pdf 3.71MB
A Neural Probabilistic Language Model..pdf 137KB
A hierarchical Bayesian language model based on Pitman-Yor processes.pdf 156KB
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