Self-evolving Agents with reflective and memory-augmented abilities
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arXiv
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| Main Authors: | , , , , , , , , , , , , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
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| _version_ | 1866910914698018816 |
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| author | Liang, Xuechen He, Yangfan Xia, Yinghui Song, Xinyuan Wang, Jianhui Tao, Meiling Sun, Li Yuan, Xinhang Su, Jiayi Li, Keqin Chen, Jiaqi Yang, Jinsong Chen, Siyuan Shi, Tianyu |
| author_facet | Liang, Xuechen He, Yangfan Xia, Yinghui Song, Xinyuan Wang, Jianhui Tao, Meiling Sun, Li Yuan, Xinhang Su, Jiayi Li, Keqin Chen, Jiaqi Yang, Jinsong Chen, Siyuan Shi, Tianyu |
| contents | Large language models (LLMs) have made significant advances in the field of natural language processing, but they still face challenges such as continuous decision-making. In this research, we propose a novel framework by integrating iterative feedback, reflective mechanisms, and a memory optimization mechanism based on the Ebbinghaus forgetting curve, it significantly enhances the agents' capabilities in handling multi-tasking and long-span information. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_00872 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Self-evolving Agents with reflective and memory-augmented abilities Liang, Xuechen He, Yangfan Xia, Yinghui Song, Xinyuan Wang, Jianhui Tao, Meiling Sun, Li Yuan, Xinhang Su, Jiayi Li, Keqin Chen, Jiaqi Yang, Jinsong Chen, Siyuan Shi, Tianyu Computation and Language Large language models (LLMs) have made significant advances in the field of natural language processing, but they still face challenges such as continuous decision-making. In this research, we propose a novel framework by integrating iterative feedback, reflective mechanisms, and a memory optimization mechanism based on the Ebbinghaus forgetting curve, it significantly enhances the agents' capabilities in handling multi-tasking and long-span information. |
| title | Self-evolving Agents with reflective and memory-augmented abilities |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2409.00872 |