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2020 – today
- 2026
[c3]Jun Xu, Xinkai Du, Yu Ao, Peilong Zhao, Yang Li, Ling Zhong, Lin Yuan, Zhongpu Bo, Xiaorui Wang, Mengshu Sun, Zhengke Gui, Dalong Zhang, ZhaoYang Wang, Qiwei Wang, Yangyang Hou, ZhiYing Yi, Haofen Wang, Huajun Chen, Lei Liang, Jun Zhou:
Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction. AAAI 2026: 34142-34150- 2025
- [c2]Songze Li, Zhiqiang Liu, Zhengke Gui, Huajun Chen, Wen Zhang:
Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching. EMNLP 2025: 7672-7692 - [c1]Lei Liang
, Zhongpu Bo, Zhengke Gui, Zhongshu Zhu, Ling Zhong, Peilong Zhao, Mengshu Sun, Zhiqiang Zhang, Jun Zhou, Wenguang Chen, Wen Zhang, Huajun Chen:
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation. WWW (Companion Volume) 2025: 334-343 - [i5]Dalong Zhang, Jun Xu, Jun Zhou, Lei Liang, Lin Yuan, Ling Zhong, Mengshu Sun, Peilong Zhao, QiWei Wang, Xiaorui Wang, Xinkai Du, Yangyang Hou, Yu Ao, ZhaoYang Wang, Zhengke Gui, ZhiYing Yi, Zhongpu Bo, Haofen Wang, Huajun Chen:
KAG-Thinker: Interactive Thinking and Deep Reasoning in LLMs via Knowledge-Augmented Generation. CoRR abs/2506.17728 (2025) - [i4]Songze Li, Zhiqiang Liu, Zhengke Gui, Huajun Chen, Wen Zhang:
Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching. CoRR abs/2509.20810 (2025) - [i3]Songze Li, Zhiqiang Liu, Zhaoyan Gong, Xiaoke Guo, Zhengke Gui, Huajun Chen, Wen Zhang:
Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning. CoRR abs/2511.07910 (2025) - [i2]Jun Xu, Xinkai Du, Yu Ao, Peilong Zhao, Yang Li, Ling Zhong, Lin Yuan, Zhongpu Bo, Xiaorui Wang, Mengshu Sun, Zhengke Gui, Dalong Zhang, ZhaoYang Wang, Qiwei Wang, Yangyang Hou, ZhiYing Yi, Haofen Wang, Huajun Chen, Lei Liang, Jun Zhou:
Thinker: Training LLMs in Hierarchical Thinking for Deep Search via Multi-Turn Interaction. CoRR abs/2511.07943 (2025) - 2024
- [i1]Lei Liang, Mengshu Sun, Zhengke Gui, Zhongshu Zhu, Zhouyu Jiang, Ling Zhong, Yuan Qu, Peilong Zhao, Zhongpu Bo, Jin Yang, Huaidong Xiong, Lin Yuan, Jun Xu, Zaoyang Wang, Zhiqiang Zhang, Wen Zhang, Huajun Chen, Wenguang Chen, Jun Zhou:
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation. CoRR abs/2409.13731 (2024)
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