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- W4287890147 abstract "Grounding dialogue on external knowledge and interpreting linguistic patterns in dialogue history context, such as ellipsis, anaphora, and co-reference is critical for dialogue comprehension and generation. In this paper, we present a novel open-domain dialogue generation model which effectively utilizes the large-scale commonsense and named entity based knowledge in addition to the unstructured topic-specific knowledge associated with each utterance. We enhance the commonsense knowledge with named entity-aware structures using co-references. Our proposed model utilizes a multi-hop attention layer to preserve the most accurate and critical parts of the dialogue history and the associated knowledge. In addition, we employ a Commonsense and Named Entity Enhanced Attention Module, which starts with the extracted triples from various sources and gradually finds the relevant supporting set of triples using multi-hop attention with the query vector obtained from the interactive dialogue-knowledge module. Empirical results on two benchmark datasets demonstrate that our model significantly outperforms the state-of-the-art methods in terms of both automatic evaluation metrics and human judgment. Our code is publicly available at https://github.com/deekshaVarshney/CNTF; https://www.iitp.ac.in/-ai-nlp-ml/resources/codes/CNTF.zip." @default.
- W4287890147 created "2022-07-26" @default.
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- W4287890147 date "2022-01-01" @default.
- W4287890147 modified "2023-10-14" @default.
- W4287890147 title "Commonsense and Named Entity Aware Knowledge Grounded Dialogue Generation" @default.
- W4287890147 doi "https://doi.org/10.18653/v1/2022.naacl-main.95" @default.
- W4287890147 hasPublicationYear "2022" @default.
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