task_process.md

ccks2021

• 新冠知识图谱构建与问答
• 面向中文短文本的实体链指
• 面向中文电子病历的医疗实体及事件抽取
• 面向金融领域的小样本跨类迁移事件抽取
• 面向金融领域的篇章级事件主题与要素抽取
• 基于本体的金融知识图谱自动化构建技术评测
• 基于标题的大规模商品实体检索
• 面向试验鉴定的命名实体识别

biendata

• 2021海华AI挑战赛·中文阅读理解

双向注意力流（BiDAF）
R-net
融合网络（FusionNet）

nlp research process

automatic document summarization(自动摘要)

semantic role labeling(语义角色标注)

• dataset:
  • FrameNet
  • PropBank
  • Chinese Proposition Bank(CPB)

opinion extraction(观点抽取)

adversarial examples(对抗样本)

event extraction(事件抽取)

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)

machine reading comprehension(阅读理解)

• 1.完形填空类型（cloze）
• 2.多项选择（Multiple Choice）
  • 海华2021
• 3.Span Prdiction
• 4.摘要问答
  • SQUAD
  • crmc
• 5.自由问答
• dataset:
  • http://www.qizhexie.com/data/RACE_leaderboard.html

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)/Slot Filling(槽填充)

text classification(文本分类)

• other:
  • https://github.com/ChenChengKuan/awesome-text-generation

sentiment Analysis(情感分析)

• dataset:
  • sst

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)

• dataset:
  • MNLI(Multi-Genre Natural Language Inference)

question answering(问答)

• dataset:
  • https://rajpurkar.github.io/SQuAD-explorer/

transfer learning(迁移学习)

• dataset:
  • https://github.com/brightmart/roberta_zh

graph neural network(图网络)

• other
  • https://github.com/rusty1s/pytorch_geometric

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

tools

• ner for label
• tmVar for api
• re for label

中文评测任务

• 讯飞杯
  • 举办了三届。阅读理解。
• 法研杯
  • 文本匹配，实体抽取，阅读理解。
• ccks(全国知识图谱与语义计算大会)
  • 关系抽取，实体抽取。
• 看山杯
  • 举办了三届。