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2020 – today
- 2025
[c6]Haoran Lian, Yizhe Xiong, Jianwei Niu, Shasha Mo, Zhenpeng Su, Zijia Lin, Hui Chen, Jungong Han, Guiguang Ding:
Scaffold-BPE: Enhancing Byte Pair Encoding for Large Language Models with Simple and Effective Scaffold Token Removal. AAAI 2025: 24539-24548- [c5]Guangyuan Ma, Yongliang Ma, Xing Wu, Zhenpeng Su, Ming Zhou, Songlin Hu:
Task-level Distributionally Robust Optimization for Large Language Model-based Dense Retrieval. AAAI 2025: 24759-24767 - [c4]Zhenpeng Su, Xing Wu, Zijia Lin, Yizhe Xiong, Minxuan Lv, Guangyuan Ma, Hui Chen, Songlin Hu, Guiguang Ding:
CartesianMoE: Boosting Knowledge Sharing among Experts via Cartesian Product Routing in Mixture-of-Experts. NAACL (Long Papers) 2025: 10040-10055 - [i14]Yizhe Xiong, Wei Huang, Xin Ye, Hui Chen, Zijia Lin, Haoran Lian, Zhenpeng Su, Jungong Han, Guiguang Ding:
UniAttn: Reducing Inference Costs via Softmax Unification for Post-Training LLMs. CoRR abs/2502.00439 (2025) - [i13]Minxuan Lv, Zhenpeng Su, Leiyu Pan, Yizhe Xiong, Zijia Lin, Hui Chen, Wei Zhou, Jungong Han, Guiguang Ding, Cheng Luo, Di Zhang, Kun Gai, Songlin Hu:
DSMoE: Matrix-Partitioned Experts with Dynamic Routing for Computation-Efficient Dense LLMs. CoRR abs/2502.12455 (2025) - [i12]Leiyu Pan, Zhenpeng Su, Minxuan Lv, Yizhe Xiong, Xiangwen Zhang, Zijia Lin, Hui Chen, Jungong Han, Guiguang Ding, Cheng Luo, Di Zhang, Kun Gai, Deyi Xiong:
Finedeep: Mitigating Sparse Activation in Dense LLMs via Multi-Layer Fine-Grained Experts. CoRR abs/2502.12928 (2025) - [i11]Guangyuan Ma, Yongliang Ma, Xuanrui Gou, Zhenpeng Su, Ming Zhou, Songlin Hu:
LightRetriever: A LLM-based Hybrid Retrieval Architecture with 1000x Faster Query Inference. CoRR abs/2505.12260 (2025) - [i10]Zhenpeng Su, Leiyu Pan, Xue Bai, Dening Liu, Guanting Dong, Jiaming Huang, Wenping Hu, Fuzheng Zhang, Kun Gai, Guorui Zhou:
Klear-Reasoner: Advancing Reasoning Capability via Gradient-Preserving Clipping Policy Optimization. CoRR abs/2508.07629 (2025) - [i9]Zhenpeng Su, Leiyu Pan, Minxuan Lv, Yuntao Li, Wenping Hu, Fuzheng Zhang, Kun Gai, Guorui Zhou:
CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning. CoRR abs/2509.20712 (2025) - 2024
- [c3]Zhenpeng Su, Zijia Lin, Bai Xue, Hui Chen, Guiguang Ding, Wei Zhou, Songlin Hu:
MiLe Loss: a New Loss for Mitigating the Bias of Learning Difficulties in Generative Language Models. NAACL-HLT (Findings) 2024: 250-262 - [c2]Zhenpeng Su, Xing Wu, Wei Zhou, Guangyuan Ma, Songlin Hu:
Dial-MAE: ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems. NAACL-HLT 2024: 820-830 - [i8]Haoran Lian, Yizhe Xiong, Jianwei Niu
, Shasha Mo, Zhenpeng Su, Zijia Lin, Peng Liu, Hui Chen, Guiguang Ding:
Scaffold-BPE: Enhancing Byte Pair Encoding with Simple and Effective Scaffold Token Removal. CoRR abs/2404.17808 (2024) - [i7]Zhenpeng Su, Zijia Lin, Xue Bai, Xing Wu, Yizhe Xiong, Haoran Lian, Guangyuan Ma, Hui Chen, Guiguang Ding, Wei Zhou, Songlin Hu:
MaskMoE: Boosting Token-Level Learning via Routing Mask in Mixture-of-Experts. CoRR abs/2407.09816 (2024) - [i6]Guangyuan Ma, Yongliang Ma, Xing Wu, Zhenpeng Su, Ming Zhou, Songlin Hu:
Task-level Distributionally Robust Optimization for Large Language Model-based Dense Retrieval. CoRR abs/2408.10613 (2024) - [i5]Zhenpeng Su, Xing Wu, Zijia Lin, Yizhe Xiong, Minxuan Lv, Guangyuan Ma, Hui Chen, Songlin Hu, Guiguang Ding:
CartesianMoE: Boosting Knowledge Sharing among Experts via Cartesian Product Routing in Mixture-of-Experts. CoRR abs/2410.16077 (2024) - 2023
- [c1]Yuntao Li, Zhenpeng Su, Yutian Li, Hanchu Zhang, Sirui Wang, Wei Wu, Yan Zhang:
T5-SR: A Unified Seq-to-Seq Decoding Strategy for Semantic Parsing. ICASSP 2023: 1-5 - [i4]Zhenpeng Su, Xing Wu, Wei Zhou, Guangyuan Ma, Songlin Hu:
ConTextual Masked Auto-Encoder for Retrieval-based Dialogue Systems. CoRR abs/2306.04357 (2023) - [i3]Yuntao Li, Zhenpeng Su, Yutian Li, Hanchu Zhang, Sirui Wang, Wei Wu, Yan Zhang:
T5-SR: A Unified Seq-to-Seq Decoding Strategy for Semantic Parsing. CoRR abs/2306.08368 (2023) - [i2]Zhenpeng Su, Xing Wu, Wei Zhou, Guangyuan Ma, Songlin Hu:
HC3 Plus: A Semantic-Invariant Human ChatGPT Comparison Corpus. CoRR abs/2309.02731 (2023) - [i1]Zhenpeng Su, Xing Wu, Xue Bai, Zijia Lin, Hui Chen, Guiguang Ding, Wei Zhou, Songlin Hu:
InfoEntropy Loss to Mitigate Bias of Learning Difficulties for Generative Language Models. CoRR abs/2310.19531 (2023)
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