Refiner: Restructure Retrieved Content Efficiently to Advance Question-Answering Capabilities. - Zhonghao Li; Xuming Hu; Aiwei Liu; Kening Zheng; Sirui Huang; Hui Xiong 001 (EMNLP (Findings), 2024)

Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities. - Zhonghao Li; Xuming Hu; Aiwei Liu; Kening Zheng; Sirui Huang; Hui Xiong 001 (CoRR, 2024)

Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models. - Kening Zheng; Junkai Chen; Yibo Yan; Xin Zou 001; Xuming Hu (CoRR, 2024)

Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models. - Xin Zou 001; Yizhou Wang; Yibo Yan; Sirui Huang; Kening Zheng; Junkai Chen; Chang Tang; Xuming Hu (CoRR, 2024)

SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning. - Junkai Chen; Zhijie Deng; Kening Zheng; Yibo Yan; Shuliang Liu; PeiJun Wu; Peijie Jiang; Jia Liu; Xuming Hu (ACL (Findings), 2025)

Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models. - Kening Zheng; Junkai Chen; Yibo Yan; Xin Zou 001; Huiyu Zhou 005; Xuming Hu (ACL (Findings), 2025)