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Main Authors:	Sun, Chuan, Yu, Han, Cui, Lizhen, Li, Xiaoxiao
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2505.01731
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Shapley Value-based Contrastive Alignment for Multimodal Information Extraction
by: Luo, Wen, et al.
Published: (2024)

Adaptive Pruning for Large Language Models with Structural Importance Awareness
by: Zheng, Haotian, et al.
Published: (2024)

DLP: Dynamic Layerwise Pruning in Large Language Models
by: Chen, Yuli, et al.
Published: (2025)

Prompt-based Depth Pruning of Large Language Models
by: Wee, Juyun, et al.
Published: (2025)

Entropy-Based Block Pruning for Efficient Large Language Models
by: Yang, Liangwei, et al.
Published: (2025)

Understanding Performance Collapse in Layer-Pruned Large Language Models via Decision Representation Transitions
by: Shi, Boyu, et al.
Published: (2026)

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models
by: Chen, Hao, et al.
Published: (2025)

FedCoT: Communication-Efficient Federated Reasoning Enhancement for Large Language Models
by: Li, Chuan, et al.
Published: (2025)

Revisiting Large Language Model Pruning using Neuron Semantic Attribution
by: Ding, Yizhuo, et al.
Published: (2025)

MaskPrune: Mask-based LLM Pruning for Layer-wise Uniform Structures
by: Qin, Jiayu, et al.
Published: (2025)

BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation
by: Xu, Peng, et al.
Published: (2024)

Large Language Model Pruning
by: Huang, Hanjuan, et al.
Published: (2024)

SDMPrune: Self-Distillation MLP Pruning for Efficient Large Language Models
by: Zhu, Hourun, et al.
Published: (2025)

Assistive Large Language Model Agents for Socially-Aware Negotiation Dialogues
by: Hua, Yuncheng, et al.
Published: (2024)

Pruning General Large Language Models into Customized Expert Models
by: Zhao, Yirao, et al.
Published: (2025)

DPPA: Pruning Method for Large Language Model to Model Merging
by: Zhu, Yaochen, et al.
Published: (2024)

A Simple and Effective Pruning Approach for Large Language Models
by: Sun, Mingjie, et al.
Published: (2023)

Sparsity Induction for Accurate Post-Training Pruning of Large Language Models
by: Jiang, Minhao, et al.
Published: (2026)

Beware of Calibration Data for Pruning Large Language Models
by: Ji, Yixin, et al.
Published: (2024)

Pruning Large Language Models by Identifying and Preserving Functional Networks
by: Liu, Yiheng, et al.
Published: (2025)

SEM: Reinforcement Learning for Search-Efficient Large Language Models
by: Sha, Zeyang, et al.
Published: (2025)

Saliency-driven Dynamic Token Pruning for Large Language Models
by: Tao, Yao, et al.
Published: (2025)

Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization
by: Chrysostomou, George, et al.
Published: (2023)

Pruning as a Cooperative Game: Surrogate-Assisted Layer Contribution Estimation for Large Language Models
by: Ding, Xuan, et al.
Published: (2026)

PAT: Pruning-Aware Tuning for Large Language Models
by: Liu, Yijiang, et al.
Published: (2024)

Towards Robust Pruning: An Adaptive Knowledge-Retention Pruning Strategy for Language Models
by: Li, Jianwei, et al.
Published: (2023)

Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models
by: Lu, Xudong, et al.
Published: (2024)

DARE the Extreme: Revisiting Delta-Parameter Pruning For Fine-Tuned Models
by: Deng, Wenlong, et al.
Published: (2024)

POP: Prefill-Only Pruning for Efficient Large Model Inference
by: He, Junhui, et al.
Published: (2026)

Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models
by: Feng, Wenfeng, et al.
Published: (2024)

Benchmarking Multi-National Value Alignment for Large Language Models
by: Shi, Weijie, et al.
Published: (2025)

LaCo: Large Language Model Pruning via Layer Collapse
by: Yang, Yifei, et al.
Published: (2024)

Pruning Large Language Models with Semi-Structural Adaptive Sparse Training
by: Huang, Weiyu, et al.
Published: (2024)

Beyond Size: How Gradients Shape Pruning Decisions in Large Language Models
by: Das, Rocktim Jyoti, et al.
Published: (2023)

Text Quality-Based Pruning for Efficient Training of Language Models
by: Sharma, Vasu, et al.
Published: (2024)

VALUEFLOW: Toward Pluralistic and Steerable Value-based Alignment in Large Language Models
by: Kim, Woojin, et al.
Published: (2026)

Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models
by: Ma, Jie, et al.
Published: (2024)

Can Large Vision-Language Models Detect Images Copyright Infringement from GenAI?
by: Xu, Qipan, et al.
Published: (2025)

COPAL: Continual Pruning in Large Language Generative Models
by: Malla, Srikanth, et al.
Published: (2024)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

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