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However, previous approaches usually ignore constraints between slot value representation and associated slot description illustration in the latent
area and lack sufficient model robustness. Extensive experiments and analyses on the lightweight models show that our proposed
strategies obtain significantly greater scores and substantially improve the robustness of each intent detection and slot filling.

Unlike typical dialog fashions that depend on huge, complicated neural
network architectures and large-scale pre-trained Transformers to achieve state-of-the-artwork results, our methodology
achieves comparable outcomes to BERT and even outperforms
its smaller variant DistilBERT on conversational slot extraction duties.
Still, even a slight improvement might be worth the price.

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