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  The model is intended to be used within an agent loop that alternates between observations and actions and maintaining a belief memory buffer as described in PABU.
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  ## Citation
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-
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- If you use this model, please cite the PABU paper and the LLaMA‑3.1 technical report.
 
 
 
 
 
 
 
 
 
 
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  The model is intended to be used within an agent loop that alternates between observations and actions and maintaining a belief memory buffer as described in PABU.
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  ## Citation
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+ ```
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+ @misc{jiang2026pabuprogressawarebeliefupdate,
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+ title={PABU: Progress-Aware Belief Update for Efficient LLM Agents},
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+ author={Haitao Jiang and Lin Ge and Hengrui Cai and Rui Song},
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+ year={2026},
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+ eprint={2602.09138},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.AI},
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+ url={https://arxiv.org/abs/2602.09138},
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+ }
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+ ```