Fine-tune Bert for DocRED with Two-step Process

26 Sep 2019Hong WangChristfried FockeRob SylvesterNilesh MishraWilliam Wang

Modelling relations between multiple entities has attracted increasing attention recently, and a new dataset called DocRED has been collected in order to accelerate the research on the document-level relation extraction. Current baselines for this task uses BiLSTM to encode the whole document and are trained from scratch... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Relation Extraction DocRED BERT-Two-Step F1 53.92 # 7
Relation Extraction DocRED BERT F1 53.2 # 9

Methods used in the Paper