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Academic Paper

1. KAG

KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation
@article{Liang2024KAGBL,
title={KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation},
author={Lei Liang and Mengshu Sun and Zhengke Gui and Zhongshu Zhu and Zhouyu Jiang and Ling Zhong and Yuanyi Qu and Peilong Zhao and Zhongpu Bo and Jin Yang and Huaidong Xiong and Lin Yuan and Jun Xu and Zaoyang Wang and Zhiqiang Zhang and Wen Zhang and Huajun Chen and Wenguang Chen and Jun Zhou},
journal={ArXiv},
year={2024},
volume={abs/2409.13731},
url={https://api.semanticscholar.org/CorpusID:272827380}
}

2. Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis

Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis
@article{Yuan2025ImprovingNL,
title={Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis},
author={Lin Yuan and Jun Xu and Honghao Gui and Mengshu Sun and Zhiqiang Zhang and Lei Liang and Jun Zhou},
journal={ArXiv},
year={2025},
volume={abs/2502.03843},
url={https://api.semanticscholar.org/CorpusID:276161294}
}

3. KGFabric

KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection
@article{yikgfabric,
title={KGFabric: A Scalable Knowledge Graph Warehouse for Enterprise Data Interconnection},
author={Yi, Peng and Liang, Lei and Da Zhang, Yong Chen and Zhu, Jinye and Liu, Xiangyu and Tang, Kun and Chen, Jialin and Lin, Hao and Qiu, Leijie and Zhou, Jun}
}

4. FlexRLHF

An Adaptive Placement and Parallelism Framework for Accelerating RLHF Training
@article{Xiao2023AnAP,
title={An Adaptive Placement and Parallelism Framework for Accelerating RLHF Training},
author={Youshao Xiao and Weichang Wu and Zhenglei Zhou and Fagui Mao and Shangchun Zhao and Lin Ju and Lei Liang and Xiaolu Zhang and Jun Zhou},
journal={ArXiv},
year={2023},
volume={abs/2312.11819},
url={https://api.semanticscholar.org/CorpusID:266362133}
}

5. IEPile

IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus
@article{Gui2024IEPileUL,
title={IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus},
author={Honghao Gui and Lin Yuan and Hongbin Ye and Ningyu Zhang and Mengshu Sun and Lei Liang and Huajun Chen},
journal={ArXiv},
year={2024},
volume={abs/2402.14710},
url={https://api.semanticscholar.org/CorpusID:267782724}
}

6. Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach

Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach
@article{Jiang2024RetrieveSP,
title={Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach},
author={Zhouyu Jiang and Mengshu Sun and Lei Liang and Zhiqiang Zhang},
journal={ArXiv},
year={2024},
volume={abs/2407.13101},
url={https://api.semanticscholar.org/CorpusID:271270177}
}

7. MAQInstruct

MAQInstruct: Instruction-based Unified Event Relation Extraction
@article{Xu2025MAQInstructIU,
title={MAQInstruct: Instruction-based Unified Event Relation Extraction},
author={Jun Xu and Mengshu Sun and Zhiqiang Zhang and Jun Zhou},
journal={ArXiv},
year={2025},
volume={abs/2502.03954},
url={https://api.semanticscholar.org/CorpusID:276161153}
}