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2509.23873
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Winning the Pruning Gamble: A Unified Approach to Joint Sample and Token Pruning for Efficient Supervised Fine-Tuning
28 September 2025
Shaobo Wang
Jiaming Wang
Jiajun Zhang
C. Wang
Yue Min
Zichen Wen
Fei Huang
Huiqiang Jiang
Junyang Lin
Dayiheng Liu
Linfeng Zhang
Re-assign community
ArXiv (abs)
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HuggingFace (62 upvotes)
Papers citing
"Winning the Pruning Gamble: A Unified Approach to Joint Sample and Token Pruning for Efficient Supervised Fine-Tuning"
3 / 3 papers shown
UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective
Furui Xu
Shaobo Wang
J. Zhang
Chenghao Sun
Haixiang Tang
Linfeng Zhang
149
0
0
17 Nov 2025
AudioMarathon: A Comprehensive Benchmark for Long-Context Audio Understanding and Efficiency in Audio LLMs
Peize He
Zichen Wen
Yubo Wang
Y. Wang
Xiaoqian Liu
...
Zhifei Liu
Weijia Li
C. Wang
Conghui He
Linfeng Zhang
AuLLM
189
3
0
08 Oct 2025
Efficient Multi-modal Large Language Models via Progressive Consistency Distillation
Zichen Wen
Shaobo Wang
Yufa Zhou
J. Zhang
Qintong Zhang
...
Zhaorun Chen
Bin Wang
W. Li
Conghui He
Linfeng Zhang
VLM
176
8
0
01 Oct 2025
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