Grimoire is All You Need for Enhancing Large Language Models. - Ding Chen; Shichao Song; Qingchen Yu 001; Zhiyu Li; Wenjin Wang 003; Feiyu Xiong; Bo Tang 011 (CoRR, 2024)

xFinder: Robust and Pinpoint Answer Extraction for Large Language Models. - Qingchen Yu 001; Zifan Zheng; Shichao Song; Zhiyu Li; Feiyu Xiong; Bo Tang 011; Ding Chen (CoRR, 2024)

Internal Consistency and Self-Feedback in Large Language Models: A Survey. - Xun Liang 001; Shichao Song; Zifan Zheng; Hanyu Wang; Qingchen Yu 001; Xunkai Li; Rong-Hua Li 001; Feiyu Xiong; Zhiyu Li (CoRR, 2024)

TurtleBench: Evaluating Top Language Models via Real-World Yes/No Puzzles. - Qingchen Yu 001; Shichao Song; Ke Fang; Yunfeng Shi; Zifan Zheng; Hanyu Wang; Simin Niu; Zhiyu Li (CoRR, 2024)

GuessArena: Guess Who I Am? A Self-Adaptive Framework for Evaluating LLMs in Domain-Specific Knowledge and Reasoning. - Qingchen Yu 001; Zifan Zheng; Ding Chen; Simin Niu; Bo Tang 011; Feiyu Xiong; Zhiyu Li (ACL (1), 2025)

xFinder: Large Language Models as Automated Evaluators for Reliable Evaluation. - Qingchen Yu 001; Zifan Zheng; Shichao Song; Zhiyu Li; Feiyu Xiong; Bo Tang 011; Ding Chen (ICLR, 2025)

xVerify: Efficient Answer Verifier for Reasoning Model Evaluations. - Ding Chen; Qingchen Yu 001; Pengyuan Wang; Wentao Zhang 001; Bo Tang 011; Feiyu Xiong; Xinchi Li; Minchuan Yang; Zhiyu Li (CoRR, 2025)

MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models. - Zhiyu Li; Shichao Song; Hanyu Wang; Simin Niu; Ding Chen; Jiawei Yang; Chenyang Xi; Huayi Lai; Jihao Zhao; Yezhaohui Wang; Junpeng Ren; Zehao Lin; et al. (CoRR, 2025)

MemOS: A Memory OS for AI System. - Zhiyu Li; Shichao Song; Chenyang Xi; Hanyu Wang; Chen Tang; Simin Niu; Ding Chen; Jiawei Yang; Chunyu Li; Qingchen Yu 001; Jihao Zhao; Yezhaohui Wang; et al. (CoRR, 2025)

Entropy-optimized contrastive decoding for hallucination suppression in vision-language-action models. - Ye Qiu; Zhaoxin Fan; Qingchen Yu 001; Faguo Wu; Hongwei Zheng 003; Yifan Sun; Wenjun Wu (Neurocomputing, 2026)