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README.md
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rebel-base-chinese-cndbpedia is a generation-based relation extraction model
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·a SOTA chinese end-to-end relation extraction model.
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·using the training method of
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·using the Distant-supervised data from cndbpedia.
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·can perform SOTA in many chinese relation extraction dataset,such as lic2019,lic2020,HacRED,etc.
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·easy to use,just like normal generation task.
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·input is sentence,and output is linearlize triples,such as input:姚明是一名NBA篮球运动员 output:[subj]姚明[obj]NBA[rel]公司[obj]篮球运动员[rel]职业(more details can read on REBEL paper)
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rebel-base-chinese-cndbpedia is a generation-based relation extraction model
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·a SOTA chinese end-to-end relation extraction model,using bart as backbone.
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·using the training method of <REBEL:Relation Extraction By End-to-end Language generation>(EMNLP Findings 2021).
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·using the Distant-supervised data from cndbpedia,pretrained from the checkpoint of fnlp/bart-base-chinese.
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·can perform SOTA in many chinese relation extraction dataset,such as lic2019,lic2020,HacRED,etc.
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·easy to use,just like normal generation task.
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·input is sentence,and output is linearlize triples,such as input:姚明是一名NBA篮球运动员 output:[subj]姚明[obj]NBA[rel]公司[obj]篮球运动员[rel]职业(more details can read on REBEL paper)
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using model:
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from transformers import BertTokenizer, BartForConditionalGeneration
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# load tokenizer
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model_name = 'fnlp/bart-base-chinese'
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tokenizer_kwargs = {
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"use_fast": True,
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"additional_special_tokens": ['<rel>', '<obj>', '<subj>'],
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}
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tokenizer = BertTokenizer.from_pretrained(model_name, **tokenizer_kwargs)
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#using model
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model = BartForConditionalGeneration.from_pretrained("fanxiao/rebel-base-chinese-cndbpedia")
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