A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems
Fuente:
arXiv
Gespeichert in:
| Hauptverfasser: | , , , , , , |
|---|---|
| Format: | Preprint |
| Veröffentlicht: |
2024
|
| Schlagworte: | |
| Online-Zugang: | |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| _version_ | 1866911105846083584 |
|---|---|
| author | Yi, Zihao Ouyang, Jiarui Xu, Zhe Liu, Yuwen Liao, Tianhao Luo, Haohao Shen, Ying |
| author_facet | Yi, Zihao Ouyang, Jiarui Xu, Zhe Liu, Yuwen Liao, Tianhao Luo, Haohao Shen, Ying |
| contents | This survey provides a comprehensive review of research on multi-turn dialogue systems, with a particular focus on multi-turn dialogue systems based on large language models (LLMs). This paper aims to (a) give a summary of existing LLMs and approaches for adapting LLMs to downstream tasks; (b) elaborate recent advances in multi-turn dialogue systems, covering both LLM-based open-domain dialogue (ODD) and task-oriented dialogue (TOD) systems, along with datasets and evaluation metrics; (c) discuss some future emphasis and recent research problems arising from the development of LLMs and the increasing demands on multi-turn dialogue systems. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2402_18013 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems Yi, Zihao Ouyang, Jiarui Xu, Zhe Liu, Yuwen Liao, Tianhao Luo, Haohao Shen, Ying Computation and Language Artificial Intelligence This survey provides a comprehensive review of research on multi-turn dialogue systems, with a particular focus on multi-turn dialogue systems based on large language models (LLMs). This paper aims to (a) give a summary of existing LLMs and approaches for adapting LLMs to downstream tasks; (b) elaborate recent advances in multi-turn dialogue systems, covering both LLM-based open-domain dialogue (ODD) and task-oriented dialogue (TOD) systems, along with datasets and evaluation metrics; (c) discuss some future emphasis and recent research problems arising from the development of LLMs and the increasing demands on multi-turn dialogue systems. |
| title | A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems |
| topic | Computation and Language Artificial Intelligence |
| url | https://arxiv.org/abs/2402.18013 |