Context aware hierarchical attention for abstractive dialogue summarization
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-05923-z
Abstract: Abstractive dialogue summarization has gained increasing attention due to its ability to generate concise and informative summaries from complex conversational data. In social dialogues, phenomena like ellipsis and topic shifts frequently occur, making it essential… read more here.
Keywords: summarization; abstractive dialogue; attention; dialogue summarization ... See more keywords
A Modality-Enhanced Multi-Channel Attention Network for Multi-Modal Dialogue Summarization
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DOI: 10.3390/app14209184
Abstract: Integrating multi-modal data in natural language processing has opened new pathways for the enhancement of dialogue summarization. However, existing models often struggle to effectively synthesize textual, auditory, and visual inputs. This paper introduces a Modality-Enhanced… read more here.
Keywords: dialogue summarization; multi modal; modality; summarization ... See more keywords
An adaptive fusion-based data augmentation method for abstract dialogue summarization
Sign Up to like & getrecommendations! Published in 2025 at "PeerJ Computer Science"
DOI: 10.7717/peerj-cs.2845
Abstract: The dialogue summarization is necessary for information retrieval, and the training of abstract dialogue summarization models heavily rely on large amounts of labeled data. However, manual summarization of long dialogue is labor-costing and time-consuming. To… read more here.
Keywords: method; summarization; dialogue summarization; abstract dialogue ... See more keywords