Revisiting Large Language Model Pruning using Neuron Semantic Attribution
Fuente:
arXiv
Saved in:
| Main Authors: | Ding, Yizhuo, Sun, Xinwei, Fu, Yanwei, Hu, Guosheng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Improving Attributed Text Generation of Large Language Models via Preference Learning
by: Li, Dongfang, et al.
Published: (2024)
by: Li, Dongfang, et al.
Published: (2024)
Revisiting Catastrophic Forgetting in Large Language Model Tuning
by: Li, Hongyu, et al.
Published: (2024)
by: Li, Hongyu, et al.
Published: (2024)
ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models
by: Chen, Hao, et al.
Published: (2025)
by: Chen, Hao, et al.
Published: (2025)
Pruning as a Cooperative Game: Surrogate-Assisted Layer Contribution Estimation for Large Language Models
by: Ding, Xuan, et al.
Published: (2026)
by: Ding, Xuan, et al.
Published: (2026)
From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models
by: Wang, Ziyan, et al.
Published: (2025)
by: Wang, Ziyan, et al.
Published: (2025)
Saliency-driven Dynamic Token Pruning for Large Language Models
by: Tao, Yao, et al.
Published: (2025)
by: Tao, Yao, et al.
Published: (2025)
Pruning Large Language Models with Semi-Structural Adaptive Sparse Training
by: Huang, Weiyu, et al.
Published: (2024)
by: Huang, Weiyu, et al.
Published: (2024)
Efficient Shapley Value-based Non-Uniform Pruning of Large Language Models
by: Sun, Chuan, et al.
Published: (2025)
by: Sun, Chuan, et al.
Published: (2025)
KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision
by: Wu, Rong, et al.
Published: (2025)
by: Wu, Rong, et al.
Published: (2025)
Large Language Model Pruning
by: Huang, Hanjuan, et al.
Published: (2024)
by: Huang, Hanjuan, et al.
Published: (2024)
DLP: Dynamic Layerwise Pruning in Large Language Models
by: Chen, Yuli, et al.
Published: (2025)
by: Chen, Yuli, et al.
Published: (2025)
Prompt-based Depth Pruning of Large Language Models
by: Wee, Juyun, et al.
Published: (2025)
by: Wee, Juyun, et al.
Published: (2025)
Pruning General Large Language Models into Customized Expert Models
by: Zhao, Yirao, et al.
Published: (2025)
by: Zhao, Yirao, et al.
Published: (2025)
DPPA: Pruning Method for Large Language Model to Model Merging
by: Zhu, Yaochen, et al.
Published: (2024)
by: Zhu, Yaochen, et al.
Published: (2024)
PrunePath: Towards Highly Structured Sparse Language Models
by: Gu, Zhexuan, et al.
Published: (2026)
by: Gu, Zhexuan, et al.
Published: (2026)
What is an "Abstract Reasoner"? Revisiting Experiments and Arguments about Large Language Models
by: Yun, Tian, et al.
Published: (2025)
by: Yun, Tian, et al.
Published: (2025)
Entropy-Based Block Pruning for Efficient Large Language Models
by: Yang, Liangwei, et al.
Published: (2025)
by: Yang, Liangwei, et al.
Published: (2025)
Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization
by: Chrysostomou, George, et al.
Published: (2023)
by: Chrysostomou, George, et al.
Published: (2023)
A Simple and Effective Pruning Approach for Large Language Models
by: Sun, Mingjie, et al.
Published: (2023)
by: Sun, Mingjie, et al.
Published: (2023)
On the Semantics of Large Language Models
by: Schuele, Martin
Published: (2025)
by: Schuele, Martin
Published: (2025)
Pruning Large Language Models by Identifying and Preserving Functional Networks
by: Liu, Yiheng, et al.
Published: (2025)
by: Liu, Yiheng, et al.
Published: (2025)
LaCo: Large Language Model Pruning via Layer Collapse
by: Yang, Yifei, et al.
Published: (2024)
by: Yang, Yifei, et al.
Published: (2024)
Sparsity Induction for Accurate Post-Training Pruning of Large Language Models
by: Jiang, Minhao, et al.
Published: (2026)
by: Jiang, Minhao, et al.
Published: (2026)
CRANE: Causal Relevance Analysis of Language-Specific Neurons in Multilingual Large Language Models
by: Le, Yifan, et al.
Published: (2026)
by: Le, Yifan, et al.
Published: (2026)
Adaptive Pruning for Large Language Models with Structural Importance Awareness
by: Zheng, Haotian, et al.
Published: (2024)
by: Zheng, Haotian, et al.
Published: (2024)
Noiser: Bounded Input Perturbations for Attributing Large Language Models
by: Madani, Mohammad Reza Ghasemi, et al.
Published: (2025)
by: Madani, Mohammad Reza Ghasemi, et al.
Published: (2025)
Explaining the Reasoning of Large Language Models Using Attribution Graphs
by: Walker, Chase, et al.
Published: (2025)
by: Walker, Chase, et al.
Published: (2025)
Advancing Large Language Model Attribution through Self-Improving
by: Huang, Lei, et al.
Published: (2024)
by: Huang, Lei, et al.
Published: (2024)
MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router
by: Xie, Yanyue, et al.
Published: (2024)
by: Xie, Yanyue, et al.
Published: (2024)
Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons
by: Wang, Yifei, et al.
Published: (2024)
by: Wang, Yifei, et al.
Published: (2024)
Systematic Weight Evaluation for Pruning Large Language Models: Enhancing Performance and Sustainability
by: Islam, Ashhadul, et al.
Published: (2025)
by: Islam, Ashhadul, et al.
Published: (2025)
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models
by: Shao, Hang, et al.
Published: (2023)
by: Shao, Hang, et al.
Published: (2023)
Beyond Size: How Gradients Shape Pruning Decisions in Large Language Models
by: Das, Rocktim Jyoti, et al.
Published: (2023)
by: Das, Rocktim Jyoti, et al.
Published: (2023)
Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs
by: Sun, Shengyin, et al.
Published: (2023)
by: Sun, Shengyin, et al.
Published: (2023)
Revisiting Anthropomorphic Reflection Markers in Large Language Model Reasoning
by: Yu, Yahan, et al.
Published: (2026)
by: Yu, Yahan, et al.
Published: (2026)
STEAM: A Semantic-Level Knowledge Editing Framework for Large Language Models
by: Jeong, Geunyeong, et al.
Published: (2025)
by: Jeong, Geunyeong, et al.
Published: (2025)
Learning Fine-Grained Grounded Citations for Attributed Large Language Models
by: Huang, Lei, et al.
Published: (2024)
by: Huang, Lei, et al.
Published: (2024)
Neurons Speak in Ranges: Breaking Free from Discrete Neuronal Attribution
by: Haider, Muhammad Umair, et al.
Published: (2025)
by: Haider, Muhammad Umair, et al.
Published: (2025)
MedCalc-Eval and MedCalc-Env: Advancing Medical Calculation Capabilities of Large Language Models
by: Mao, Kangkun, et al.
Published: (2025)
by: Mao, Kangkun, et al.
Published: (2025)
Beware of Calibration Data for Pruning Large Language Models
by: Ji, Yixin, et al.
Published: (2024)
by: Ji, Yixin, et al.
Published: (2024)
Similar Items
-
Improving Attributed Text Generation of Large Language Models via Preference Learning
by: Li, Dongfang, et al.
Published: (2024) -
Revisiting Catastrophic Forgetting in Large Language Model Tuning
by: Li, Hongyu, et al.
Published: (2024) -
ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models
by: Chen, Hao, et al.
Published: (2025) -
Pruning as a Cooperative Game: Surrogate-Assisted Layer Contribution Estimation for Large Language Models
by: Ding, Xuan, et al.
Published: (2026) -
From Local to Global: Revisiting Structured Pruning Paradigms for Large Language Models
by: Wang, Ziyan, et al.
Published: (2025)