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自然语言处理
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大语言模型
概览
rag
概览
RAG_survey
The End of Software Engineering-AI Agents Restructuring Software Paradigm
The Lifecycle of LLM-as-a-Judge for Large-Scale Recommendation Explanations
Baichuan2
DeepSeek_R1
DeepSeek_V3
deepseek-v2-tech-report
DeepSeek图解10页PDF
Inference_llm
概述
概览
（必读）jmlr-2011_Natural Language Processing (Almost) from Scratch
Advances in natural language processing
Deep learning
eisenstein-nlp-notes（自然语言处理）
emnlp20reg(思路-正则结合深度学习)
文本分类
概览
Bag of Tricks for Efficient Text Classification(fastText)
Convolutional Neural Networks for Sentence Classification(TextCNN)
Deep Pyramid Convolutional Neural Networks for Text Categorization(DPCNN,ACL,2017)
Hierarchical Attention Networks for Document Classification(HAN)
语言表示模型
概览
bert
概览
4-BERT Pre-training of Deep Bidirectional Transformers for Language Understanding
BERT(中文翻译)
BERTv2.0
encode&decode
概览
20191023_(T5)Text-to-Text Transfer Transformer
（词向量表示）From static to dynamic word representations- a survey
Effective Approaches to Attention-based Neural Machine Translation（2015）
ELMO（2）
(Glove)Glove_Global_Vectors_for_Word_Representation
Learning Phrase Representations using RNN Encoder–Decoder for SMT(2014)
（NLP+ATT）NEURAL MACHINE TRANSLATION
Sequence_to_Sequence_Learning_with_Neural_Networks1409.3215
Transformer_1706.03762
Transformer_FFN_Key-Value_Memories_2012.14913
ernie
概览
ERNIE 2.0
ERNIE Enhanced Representation through Knowledge Integration(baidu-2019.4)
gpt
概览
COT_2201.11903
（GPT_2.0）language_models_are_unsupervised_multitask_learners
GPT3_2203.02155
InstructGPT_2203.02155
（OpenAI_GPT_1.0-3）language_understanding_paper
llama_metaai
概览
LLaMA_metaAI
tomas mikolov papers
概览
Distributed representations of words and phrases and their compositionality
Efficient estimation of word representations in vector space(Word2Vec 开蒙之作)
Enriching Word Vectors with Subword Information(与fastText相关)
word2vec Parameter Learning Explained
A Neural Probabilistic Language Model（NNLM-2003,引入DL)
ERNIE Enhanced Language Representation with Informative Entities
Google’s Neural Machine Translation System
Improving Word Representations via Global_Context_and _Multiple_Word_Prototypes
Learned in Translation Contextualized Word Vectors（Cove)
Natural Language Processing (almost) from Scratch（×××）
Siamese CBOW
XL_net
知识图谱嵌入
概览
CoKE- Contextualized Knowledge Graph Embedding
KGE_overview_survey
注意力机制
概览
An+Attentive+Survey+of+Attention+Models
知识库构建
概览
关系发现
概览
A Review of Relation Extraction
Attention-Based Bidirectional Long Short-Term Memory Networks
Bidirectional Recurrent Convolutional Neural Network for Relation
CoType Joint Extraction of Typed Entities and Relations
Deep Residual Learning for Weakly-Supervised Relation Extraction
Distant supervision for relation extraction without labeled data
Kernel Methods for Relation Extraction
Mining Quality Phrases from Massive Text Corpora
Modeling_Relations_and_Their_Mentions_without_Labe
Multi-instance Multi-label Learning for Relation Extraction
(PCNN+ATT)Neural Relation Extraction with Selective Attention over Instances（)
（PCNN）Distant Supervision for Relation Extraction via Piecewise
Relation Classification via Multi-Level Attention CNNs
SDP-LSTM
实体识别
概览
命名实体识别综述
A Survey on Recent Advances in Named Entity Recognition from DL
Bidirectional LSTM-CRF Models for Sequence Tagging
Fast and Accurate Entity Recognition with Iterated Dilated Convolutions
Fine-Grained Entity Typing in Hyperbolic Space(实体粒度更细)
LAN
Neural Architectures for Named Entity Recognition
知识表示
概览
基于OWL描述的本体推理研究_龚资
知识表示学习研究进展_刘知远
知识图谱构建技术综述-UESTC-CS
CN-DBpedia System
KG-BERT
事理图谱
概览
关系抽取
概览
Improving Event Causality Recognition with Multiple Background Knowledge
事件抽取
概览
（有启发意义的文章）EE with Generative Adversarial Imitation Learning
An Overview of Event Extraction from Text
Event Extraction via DynamicMulti-Pooling Convolutional Neural Networks
Event Extraction with Generative Adversarial Imitation Learning
Exploiting Argument Information to Improve Event Detection
从知识图谱到事理图谱
第3讲+知识抽取与挖掘I
第4讲+知识抽取与挖掘Ⅱ
Constructing and Embedding Abstract Event
基于知识图谱的对话系统
概览
image
概览
industry-application
概览
watson-deepqa
概览
Finding-needles-in-the haystack-Search-and-candidate-generation
IBM-09-relation -extraction-and -scoring
平安人寿谢舒翼-智能问答系统的探索与实践
平安寿险AI - ROCLING - A Hybrid Approach of Deep Semantic Matching and Deep Rank for Context Aware Question Answer System_2019090201
平安寿险AI - ROCLING - A Real-World Human-Machine Interaction Platform in Insurance Industry_2019090901
平安寿险AI-CCKS（杨依莹）-Multi-Module System for Open Domain Chinese Question Answering over Knowledge Base
AliMe_Chat_A_Sequence _to_Sequence_and_Rerank _based_Chatbot Engine
ESIM_alibaba_2019
XiaoIce_1812.08989
qa
概览
structure-doc
概览
paper
概览
A Knowledge-Grounded Neural Conversation Model
A Survey of Document Grounded Dialogue Systems (DGDS)
A+Survey+on+Dialogue+Systems
Commonsense Knowledge Aware Conversation Generation with Graph Attention
KBQA
Large-scale Simple Question Answering with Memory Network
Learning Symmetric Collaborative Dialogue Agents with Dynamic
Mem2Seq Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems
StalemateBreaker A Proactive Content-Introducing Approachto Automatic Human-Computer Conversation
（）The design and Implementation of XiaoIce
session
概览
task
概览
Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling
知识图谱基础
概览
ccks_2013-2018
概览
2013
概览
阿里-电子商务语义库
百度-NLP Techniques in Knowledge Graph
韩先培-面向中文知识图谱构建的 知识融合不验证
李娟子-跨语言知识图谱构建
刘康-中文知识图谱体系、获取与服务
朱小燕-信息获取与知识图谱
2014
概览
魪皜魪皝魪皞魪皟魪皠魪皡魪皢鍑洪棬闂棶-鐭ヨ瘑鍥捐氨鑷姩闂瓟
科大讯飞-从应用角度来看知识图谱的价值和挑战
李娟子-知识图谱大数据语义链接的基石
漆桂林-知识本体推理
2015
概览
鲍捷-知识图谱的知识表现方法回顾与展望
陈华均-从数据互联到知万物互联
富士通-基于LOD技术的知识优化和知识表示
黄智生-海量语义数据处理与知识服务
李娟子-特定领域知识图谱构建初探
刘知远-大规模知识图谱表示学习的趋势与挑战
秦兵-《大词林》中实体上位词获取及层次化构建方法
赵军-深度问答技术
Estevam R-Building a Knowledge Graph by Reading the Web
Gerard de Melo-The Future of Knowledge Graphs - Moving beyond Simple Collections of Facts
Jianyong Wang-Entity Linking wih a Knowledge Base for Heterogenous Data
2016
概览
鲍捷-精益知识图谱方法论
陈培华-小i机器人在中文语义开放平台的研究与进展
发现数据之美-大规模知识图谱的构建及应用
富士通-KGinJapan
海云数据-图数据可视化辅助关联分析实践
图灵机器人-知识图谱中的自动问答
王忠远-Understanding Short Texts
云知生-从语义到语用
Dekang Lin-question answering and knowledge graph
Jeffz-Testing and Assessing the Quality of Knowledge Graphs
Sheng-Chuan Wu-Analytic knowledge graph for healthcare
TRS水晶球-基于动态本体的知识管理实例
2017
概览
丁力-cnschema-
鼎复数据-金融知识图谱介绍
刘康-知识图谱导论
邱锡鹏-知识获取方法
王昊奋-知识图谱实践
邹磊-基于图的RDF数据管理
CCKS2017-会议手册
CCKS交流-语音交互中的自然语言处理技术
2018
概览
鲍捷-金融知识图谱的发展近况和应用回顾
丁力-openkg进展报告
思必驰_启发式对话中的知识管理.AISpeech.CCKS2018
腾讯叮当-腾讯叮当对话系统实践
云知声-大规模医疗知识图谱构建与应用 CCKS 2018 v1.3
智通科技-勘探开发知识图谱计算研究及应用0817
overview
概览
2020-3-4-Knowledge-Graphs（130页）
知识图谱技术综述
A Survey on Knowledge Graphs
ucas-lectures
概览
reading list
概览
Advances in natural language processing
Attention Is All You Need
BERT Pre-training of Deep Bidirectional Transformers for Language Understandingpdf
Deep contextualized word representations
Deep learning
Distributed representations of words and phrases and their compositionality
Efficient estimation of word representations in vector space
Neural Machine Translation by Jointly Learning to Align and Translate
Sequence to Sequence Learning with Neural Networks
2019-知识图谱-第二讲-机器学习基础
2019-知识图谱-第一讲-知识图谱概述-20190223
知识图谱课件
中文金融文档智能处理
概览
ie
概览
paper
概览
18-DCFEE
19-Doc2EDAG
一种面向多需求的PDF文档信息抽取方法
LAYOUTLM
机器学习
概览
lbdl-深度学习小册子
知识图谱技术总结
概览
语义计算
概览
cikm2013_DSSM_fullversion
Learning Text Similarity with Siamese Recurrent Networks
SiameseRecurrentArchitecturesforLearningSentenceSimilarity
知识存储
概览
How_to_Build_Templates _for_RDF_Question Answering—An Uncertain Graph Similarity Join Approach
Natural_Language Question_Answering_over RDF —A Graph Data Driven Approach
数据集
概览
text-similarity
概览
GitHub
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语言表示模型
本分类收录 33 篇论文，可从下方子分类或左侧目录中选择阅读。
子分类
Section titled “子分类”
BERT
ERNIE
GPT
LLaMa_metaAI
Tomas Mikolov papers
encode&decode
