nlp research process
semantic role labeling(语义角色标注)
- dataset:
- FrameNet
- PropBank
- Chinese Proposition Bank(CPB)
opinion extraction(观点抽取)
relation extraction(关系抽取)
- dataset:
- https://nlp.stanford.edu/projects/tacred/
- code:
- https://github.com/roomylee/awesome-relation-extraction
- https://github.com/thunlp/NRE
- other:
- http://nlpprogress.com/english/relationship_extraction.html
- https://shomy.top/2018/02/28/relation-extraction/
- model:
- CRCNN(Classifying Relations by Ranking with CNN)
- PCNN(Piece Wise CNN)
semantic textual similarity(语义文本相似)
- dataset:
- MRPC(Microsoft Research Paraphrase Corpus)
- QQP(Quora Question Pairs)
- lcqmc
- https://dc.cloud.alipay.com/index?click_from=MAIL&_bdType=acafbbbiahdahhadhiih#/topic/intro?id=3
- code:
- https://github.com/terrifyzhao/text_matching
named entity recognition(命名实体识别)
text classification(文本分类)
- other:
- https://github.com/ChenChengKuan/awesome-text-generation
sentiment Analysis(情感分析)
- dataset:
machine translation(机器翻译)
text generation(文本生成)
-
knowledge graph(知识图谱)
- dataset:
- http://openkg.cn/dataset/symptom-in-chinese
entity linking(实体链接)
dependency parsing(依存句法分析)
- other:
- http://nlpprogress.com/english/dependency_parsing.html
textual entailment(文本蕴含)
question answering(问答)
- dataset:
- https://rajpurkar.github.io/SQuAD-explorer/
transfer learning
- dataset:
- https://github.com/brightmart/roberta_zh
overall info
process
- https://github.com/sebastianruder/NLP-progress
task
- semeval
- ccks task
- https://cloud.tencent.com/developer/article/1117928
data
- http://www.xuwei.io/2018/11/30/文本分类-glue数据集介绍/
- https://www.jiqizhixin.com/articles/062402