Papers by Taichi Ishiwatari
Relation-aware Graph Attention Networks with Relational Position Encodings for Emotion Recognition in Conversations (2020.emnlp-main)
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| Challenge: | Recent research on emotion recognition in conversations (ERC) does not take self-dependency or inter-speaker dependency into account. |
| Approach: | They propose a relational graph attention network (RGAT) model that takes speaker dependency and sequential information into account by encoding the relational Graph structure. |
| Outcome: | The proposed model outperforms the state-of-the-art on four ERC datasets. |