Enriching sub-words information explicitly with BERT for intent

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In addition, we demonstrate that joint training as well as the use of pre-trained lan- guage models, ELMo and BERT in our case, are complementary to these few-

Keywords— natural language understanding, intent detection, slot filling, MmTravel, pre-trained language model, BERT I BACKGROUND In recent years, numerous Bert Slot , 1437 Boston st Grand Rapids 584

party poker casino bonus code Experimental results demonstrate that our proposed model achieves significant improvement on intent classification accuracy, slot filling F1, For intent detection and slot filling, the use of BERT has also brought about a significant effect improvement in joint models However, although