literatures.md

Literatures

NER

• BERT(please read NER example in section 5.3)

Domain alignment

• Zero shot NER
  • the closest task with ours
• Cross Domain NER(SOTA)

Context-Specific Word Embedding

• Elmo

Tutorials

• NER with BERT

NER Dataset

• CoNLL2003 Alternative link Alternative link
• CrossNER
  • need to edit the categories
• Cross Domain NER(SOTA)
  • use CoNLL-2003 as source, use CBS SciTech News as target
• Other NER
  • used wikigold and SEC-filings

Classification Dataset

• 20-Newsgroups
• Amazon Data
  • Usually use reduced set(Books, DVDs, Electronicsand Kitchen)(Blitzer et al.)
• SentDat
  • (video game(V), electronics(E), software(S) and hotel (H))

Multilingual Dataset

• NTCIR
  • EN & CN
• Sanders/GermEval
  • EN & German, sentiment classification, pos/neu/neg, multilingual-multiclass

pretrained BERT

• CoNLL2003 pretrained BERT