More Data, More Relations, More Context and More Openness:A Review and Outlook for Relation Extraction
Table 3: Results of state-of-the-arts models on the normal setting, masked-entity (ME) setting and only-entity (OE) setting. We report accuracies of BERT on Wiki80, F-1 scores of BERT on TACRED and AUC of PCNN-ATT on NYT-10 and Wiki-Distant. All models are from the OpenNRE package (Han et al., 2019).
['Benchmark', 'Normal', 'ME', 'OE']
Besides, it is surprising to see that in some cases, only using entity names outperforms only using text with entities masked. It suggests that (1) both entity names and text provide crucial information for RE, and (2) for some existing state-of-the-art models and benchmarks, entity names contribute even more.