Papers by Dongshuo Liu
A Persona-Aware LLM-Enhanced Framework for Multi-Session Personalized Dialogue Generation (2025.findings-acl)
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| Challenge: | Existing personalized dialogue models focus on dialogue history and personality information, reducing the responses’ consistency. |
| Approach: | They propose a Persona-Aware LLM-enAnCEd(PALACE) framework that generates responses consistent with dialogue history and personality information across multiple sessions to engage users’ interest in the dialogue. |
| Outcome: | The proposed framework outperforms the state-of-the-art methods in automatic and human evaluation metrics on the MSC and DuLeMon datasets. |