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Model Compression

1,785 papers

Papers per year

7
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419
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Papers

Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025
Maximum Score Routing For Mixture-of-Experts ACL 2025
Assigning Distinct Roles to Quantized and Low-Rank Matrices Toward Optimal Weight Decomposition ACL 2025
Improving Continual Pre-training Through Seamless Data Packing ACL 2025
Low-Rank Interconnected Adaptation across Layers ACL 2025
FPE2M2: Approaching Lossless and Efficient Quantization with Native Floating Point ACL 2025
MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference ACL 2025
Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation ACL 2025
FREE: Fast and Robust Vision Language Models with Early Exits ACL 2025
Structured Pruning for Diverse Best-of-N Reasoning Optimization ACL 2025
ProcrustesGPT: Compressing LLMs with Structured Matrices and Orthogonal Transformations ACL 2025
Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps ACL 2025
Automated Fine-Grained Mixture-of-Experts Quantization ACL 2025
CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025
Towards compact and efficient Slovak summarization models ACL 2025
Team HUMANE at AVeriTeC 2025: HerO 2 for Efficient Fact Verification ACL 2025
Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025
ZJUKLAB at SemEval-2025 Task 4: Unlearning via Model Merging. ACL 2025
Mr. Snuffleupagus at SemEval-2025 Task 4: Unlearning Factual Knowledge from LLMs Using Adaptive RMU ACL 2025
Extended Abstract: Probing-Guided Parameter-Efficient Fine-Tuning for Balancing Linguistic Adaptation and Safety in LLM-based Social Influence Systems ACL 2025
Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt. Generation for Enhanced LLM Content Moderation ACL 2025
Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025
Lightweight Safety Guardrails Using Fine-tuned BERT Embeddings COLING 2025
Efficient Vocabulary Reduction for Small Language Models COLING 2025