RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 6

CPT: a pre-trained unbalanced transformer for both Chinese language understanding and generation
Shao, Yunfan; Geng, Zhichao; Liu, Yitao; Dai, Junqi; Yan, Hang; Yang, Fei; Li, Zhe; Bao, Hujun; Qiu, Xipeng
Sci China Inf Sci, 2024, 67(5): 152102
Keywords: pre-trained model; transformer; language model; generation; unified model
Cite as: Shao Y F, Geng Z C, Liu Y T, et al. CPT: a pre-trained unbalanced transformer for both Chinese language understanding and generation. Sci China Inf Sci, 2024, 67(5): 152102, doi: 10.1007/s11432-021-3536-5

RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 2

Understanding and improving fairness in cognitive diagnosis
Zhang, Zheng; Wu, Le; Liu, Qi; Liu, Jiayu; Huang, Zhenya; Yin, Yu; Zhuang, Yan; Gao, Weibo; Chen, Enhong
Sci China Inf Sci, 2024, 67(5): 152106
Keywords: fairness; intelligent education; cognitive diagnosis; psychometrics; adversarial learning
Cite as: Zhang Z, Wu L, Liu Q, et al. Understanding and improving fairness in cognitive diagnosis. Sci China Inf Sci, 2024, 67(5): 152106, doi: 10.1007/s11432-022-3852-0

RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

Residual diverse ensemble for long-tailed multi-label text classification
Shi, Jiangxin; Wei, Tong; Li, Yufeng
Sci China Inf Sci, 2024, 67(11): 212102
Keywords: multi-label learning; extreme multi-label learning; long-tailed distribution; multi-label text classification; ensemble learning
Cite as: Shi J X, Wei T, Li Y F. Residual diverse ensemble for long-tailed multi-label text classification. Sci China Inf Sci, 2024, 67(11): 212102, doi: 10.1007/s11432-022-3915-6

RESEARCH PAPER Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 1

Span-based joint entity and relation extraction augmented with sequence tagging mechanism
Ji, Bin; Li, Shasha; Xu, Hao; Yu, Jie; Ma, Jun; Liu, Huijun; Yang, Jing
Sci China Inf Sci, 2024, 67(5): 152105
Keywords: joint extraction; named entity recognition; relation extraction; span; sequence tagging mechanism
Cite as: Ji B, Li S S, Xu H, et al. Span-based joint entity and relation extraction augmented with sequence tagging mechanism. Sci China Inf Sci, 2024, 67(5): 152105, doi: 10.1007/s11432-022-3608-y

LETTER Supplementary Webpage Webpage-cn SpringerLink Google Scholar Cited in SCI: 0

PS-CoT-Adapter: adapting plan-and-solve chain-of-thought for ScienceQA
Li, Qun; Sun, Haixin; Xiao, Fu; Wang, Yiming; Gao, Xinping; Bhanu, Bir
Sci China Inf Sci, 2025, 68(1): 119101
Keywords: chain of thought; semantic adapter; large language models; ScienceQA; plan-and-solve
Cite as: Li Q, Sun H X, Xiao F, et al. PS-CoT-Adapter: adapting plan-and-solve chain-of-thought for ScienceQA. Sci China Inf Sci, 2025, 68(1): 119101, doi: 10.1007/s11432-024-4211-9

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Unveiling factuality and injecting knowledge for LLMs via reinforcement learning and data proportion
Ke, Wenjun; Shang, Ziyu; Luo, Zhizhao; Wang, Peng; Guo, Yikai; Liu, Qi; Chen, Yuxuan
Sci China Inf Sci, 2024, 67(10): 209101
Keywords: large language models; knowledge graph; factuality detection; knowledge injection; data proportion
Cite as: Ke W J, Shang Z Y, Luo Z Z, et al. Unveiling factuality and injecting knowledge for LLMs via reinforcement learning and data proportion. Sci China Inf Sci, 2024, 67(10): 209101, doi: 10.1007/s11432-024-4158-4

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EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation
Liu, Yingjian; Li, Jiang; Wang, Xiaoping; Zeng, Zhigang
Sci China Inf Sci, 2024, 67(8): 182103
Keywords: emotion recognition in conversation; emotional inertia and contagion; multi-head attention; gated recurrent unit; conditional random field
Cite as: Liu Y J, Li J, Wang X P, et al. EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation. Sci China Inf Sci, 2024, 67(8): 182103, doi: 10.1007/s11432-023-3908-6

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Memory-enhanced text style transfer with dynamic style learning and calibration
Lin, Fuqiang; Song, Yiping; Tian, Zhiliang; Chen, Wangqun; Dong, Diwen; Liu, Bo
Sci China Inf Sci, 2024, 67(4): 142105
Keywords: style transfer; memory-enhanced method; text generation; deep learning; text representation
Cite as: Lin F Q, Song Y P, Tian Z L, et al. Memory-enhanced text style transfer with dynamic style learning and calibration. Sci China Inf Sci, 2024, 67(4): 142105, doi: 10.1007/s11432-022-3726-0