Beyond benchmarks: spotting key topical sentences while improving automated essay scoring performance with topic-aware bert

HIGHLIGHTS

  • who: Yongchao Wu and collaborators from the Department of Computer and System Sciences, University, NOD-Huset, Borgarfjordsgatan , have published the research: Beyond Benchmarks: Spotting Key Topical Sentences While Improving Automated Essay Scoring Performance with Topic-Aware BERT, in the Journal: Electronics 2023, 12, 150. of 10/01/2022
  • what: The authors propose Topic-aware BERT a new method of learning relations among scores student essays as well as topical information in essay instructions. The authors evaluate the performance of Topic-aware BERT of different variants to (i) perform AES and_(ii) retrieve key topical sentences . . .

     

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