ParaMac: A General Unsupervised Paraphrase Generation Framework Leveraging Semantic Constraints and Diversifying Mechanisms. - Jinxin Liu 002; Jiaxin Shi; Ji Qi 003; Lei Hou 001; Juanzi Li; Qi Tian (EMNLP (Findings), 2022)

ConstGCN: Constrained Transmission-based Graph Convolutional Networks for Document-level Relation Extraction. - Ji Qi 003; Bin Xu 001; Kaisheng Zeng; Jinxin Liu 002; Jifan Yu; Qi Gao; Juanzi Li; Lei Hou 001 (CoRR, 2022)

Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction. - Ji Qi 003; Chuchun Zhang; Xiaozhi Wang; Kaisheng Zeng; Jifan Yu; Jinxin Liu 002; Lei Hou 001; Juanzi Li; Xu Bin (EMNLP, 2023)

Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction. - Ji Qi 003; Chuchun Zhang; Xiaozhi Wang; Kaisheng Zeng; Jifan Yu; Jinxin Liu 002; Jiuding Sun; Yuxiang Chen; Lei How; Juanzi Li; Bin Xu 001 (CoRR, 2023)

How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering. - Jinxin Liu 002; Shulin Cao; Jiaxin Shi; Tingjian Zhang; Lunyiu Nie; Linmei Hu; Lei Hou 001; Juanzi Li (ACL (Findings), 2024)

DiaKoP: Dialogue-based Knowledge-oriented Programming for Neural-symbolic Knowledge Base Question Answering. - Zhicheng Lee; Zhidian Huang; Zijun Yao 002; Jinxin Liu 002; Amy Xin; Lei Hou 001; Juanzi Li (CIKM, 2024)

KoLA: Carefully Benchmarking World Knowledge of Large Language Models. - Jifan Yu; Xiaozhi Wang; Shangqing Tu; Shulin Cao; Daniel Zhang-Li; Xin Lv; Hao Peng 015; Zijun Yao 002; Xiaohan Zhang; Hanming Li; Chunyang Li; Zheyuan Zhang; et al. (ICLR, 2024)

Probing Structured Semantics Understanding and Generation of Language Models via Question Answering. - Jinxin Liu 002; Shulin Cao; Jiaxin Shi; Tingjian Zhang; Lei Hou 001; Juanzi Li (CoRR, 2024)

AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning. - Amy Xin; Jinxin Liu 002; Zijun Yao 002; Zhicheng Lee; Shulin Cao; Lei Hou 001; Juanzi Li (CoRR, 2024)

Dynamic multi teacher knowledge distillation for semantic parsing in KBQA. - Ao Zou; Jun Zou; Shulin Cao; Jiajie Zhang; Jinxin Liu 002; Jing Wan; Lei Hou 001 (Expert Syst. Appl., 2025)

ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation. - Zhicheng Lee; Shulin Cao; Jinxin Liu 002; Jiajie Zhang; Weichuan Liu; Xiaoyin Che; Lei Hou 001; Juanzi Li (CoRR, 2025)

How does Transformer Learn Implicit Reasoning? - Jiaran Ye; Zijun Yao 002; Zhidian Huang; Liangming Pan; Jinxin Liu 002; Yushi Bai; Amy Xin; Weichuan Liu; Xiaoyin Che; Lei Hou 001; Juanzi Li (CoRR, 2025)