The Harder The Better: Maintaining Supervised Fine-tuning Generalization with Less but Harder Data.

Lifeng Dong

Zhaoyang Shang Sibo Wei Jianbin Guo Rui Zhou Lifeng Dong Yin Luo The Harder The Better: Maintaining Supervised Fine-tuning Generalization with Less but Harder Data. 2025 October abs/2510.13892 CoRR https://doi.org/10.48550/arXiv.2510.13892 db/journals/corr/corr2510.html#abs-2510-13892 streams/journals/corr

Kunning Li Jianbin Guo Zhaoyang Shang Yiqing Liu Hongmin Du Lingling Liu Yuping Zhao Lifeng Dong A benchmark dataset for evaluating Syndrome Differentiation and Treatment in large language models. 2025 December abs/2512.02816 CoRR https://doi.org/10.48550/arXiv.2512.02816 db/journals/corr/corr2512.html#abs-2512-02816 streams/journals/corr

Sibo Wei Peng Chen Lifeng Dong Yin Luo Lei Wang 0062 Peng Zhang 0139 Wenpeng Lu Jianbin Guo Hongjun Yang Daniel Dajun Zeng BIOME-Bench: A Benchmark for Biomolecular Interaction Inference and Multi-Omics Pathway Mechanism Elucidation from Scientific Literature. 2025 December abs/2512.24733 CoRR https://doi.org/10.48550/arXiv.2512.24733 db/journals/corr/corr2512.html#abs-2512-24733 streams/journals/corr

Xing Du Yongfu Sun Yupeng Song Lifeng Dong Xiaolong Zhao Revealing the Potential of Deep Learning for Detecting Submarine Pipelines in Side-Scan Sonar Images: An Investigation of Pre-Training Datasets. 4873 2023 October 15 Remote. Sens. 19 https://doi.org/10.3390/rs15194873 db/journals/remotesensing/remotesensing15.html#DuSSDZ23

Yin Luo Qingchao Kong Nan Xu Jia Cao Bao Hao Baoyu Qu Bo Chen Chao Zhu Chenyang Zhao Donglei Zhang Fan Feng Feifei Zhao Hailong Sun 0001 Hanxuan Yang 0002 Haojun Pan Hongyu Liu Jianbin Guo Jiangtao Du Jingyi Wang Junfeng Li Lei Sun Liduo Liu Lifeng Dong Lili Liu Lin Wang Liwen Zhang Minzheng Wang 0001 Pin Wang Ping Yu Qingxiao Li Rui Yan Rui Zou Ruiqun Li Taiwen Huang Xiaodong Wang Xiaofei Wu Xin Peng Xina Zhang Xing Fang Xinglin Xiao Yanni Hao Yao Dong Yigang Wang Ying Liu Yongyu Jiang Yungan Wang Yuqi Wang Zhangsheng Wang Zhaoxin Yu Zhen Luo Wenji Mao Lei Wang Daniel Dajun Zeng YAYI 2: Multilingual Open-Source Large Language Models. 2023 abs/2312.14862 CoRR https://doi.org/10.48550/arXiv.2312.14862 db/journals/corr/corr2312.html#abs-2312-14862

Junyang Yu Mengle Zuo Lifeng Dong Huanlong Zhang Xin He 0021 The multi-level classification and regression network for visual tracking via residual channel attention. 103269 2022 120 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2021.103269 db/journals/dsp/dsp120.html#YuZDZH22

Zhou Zhou 0001 Hongmin Wang Huailing Shao Lifeng Dong Junyang Yu A high-performance scheduling algorithm using greedy strategy toward quality of service in the cloud environments. 2214-2223 2020 13 Peer-to-Peer Netw. Appl. 6 https://doi.org/10.1007/s12083-020-00888-4 db/journals/ppna/ppna13.html#ZhouWSDY20

Chunkai Zhang Ao Yin Yepeng Deng Panbo Tian Xuan Wang 0002 Lifeng Dong A Novel Anomaly Detection Algorithm Based on Trident Tree. 295-306 2018 CLOUD https://doi.org/10.1007/978-3-319-94295-7_20 conf/cloud2/2018 db/conf/cloud2/cloud2018.html#ZhangYDTWD18 Chunkai Zhang Ying Zhou Yingyang Chen Yepeng Deng Xuan Wang 0002 Lifeng Dong Haoyu Wei Over-Sampling Algorithm Based on VAE in Imbalanced Classification. 334-344 2018 CLOUD https://doi.org/10.1007/978-3-319-94295-7_23 conf/cloud2/2018 db/conf/cloud2/cloud2018.html#ZhangZCDWDW18 Chunkai Zhang Ying Zhou Yingyang Chen Changqing Qi Xuan Wang 0002 Lifeng Dong An Improved Measurement of the Imbalanced Dataset. 365-376 2018 CLOUD https://doi.org/10.1007/978-3-319-94295-7_25 conf/cloud2/2018 db/conf/cloud2/cloud2018.html#ZhangZCQWD18 Jia Cao Bo Chen Peng Chen Yingyang Chen Yepeng Deng Yao Dong Hongmin Du Jiangtao Du Xing Du Xing Fang Fan Feng Jianbin Guo Bao Hao Yanni Hao Xin He 0021 Taiwen Huang Yongyu Jiang Qingchao Kong Junfeng Li Kunning Li Qingxiao Li Ruiqun Li Hongyu Liu Liduo Liu Lili Liu Lingling Liu Ying Liu Yiqing Liu Wenpeng Lu Yin Luo Zhen Luo Wenji Mao Haojun Pan Xin Peng Changqing Qi Baoyu Qu Zhaoyang Shang Huailing Shao Yupeng Song Hailong Sun 0001 Lei Sun Yongfu Sun Panbo Tian Hongmin Wang Jingyi Wang Lei Wang Lei Wang 0062 Lin Wang Minzheng Wang 0001 Pin Wang Xiaodong Wang Xuan Wang 0002 Yigang Wang Yungan Wang Yuqi Wang Zhangsheng Wang Haoyu Wei Sibo Wei Xiaofei Wu Xinglin Xiao Nan Xu Rui Yan Hanxuan Yang 0002 Hongjun Yang Ao Yin Junyang Yu Ping Yu Zhaoxin Yu Daniel Dajun Zeng Chunkai Zhang Donglei Zhang Huanlong Zhang Liwen Zhang Peng Zhang 0139 Xina Zhang Chenyang Zhao Feifei Zhao Xiaolong Zhao Yuping Zhao Rui Zhou Ying Zhou Zhou Zhou 0001 Chao Zhu Rui Zou Mengle Zuo