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Model Compression

1503 directly classified papers

Papers per year

Papers

Multi-Attribute Steering of Language Models via Targeted Intervention ACL 2025
Maximizing the Effectiveness of Larger BERT Models for Compression ACL 2025
LESA: Learnable LLM Layer Scaling-Up ACL 2025
Towards the Law of Capacity Gap in Distilling Language Models ACL 2025
Look Both Ways and No Sink: Converting LLMs into Text Encoders without Training ACL 2025
One QuantLLM for ALL: Fine-tuning Quantized LLMs Once for Efficient Deployments ACL 2025
MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025
Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025
Safety Alignment via Constrained Knowledge Unlearning ACL 2025
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025
Language Fusion for Parameter-Efficient Cross-lingual Transfer ACL 2025
RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates ACL 2025
Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025
StitchLLM: Serving LLMs, One Block at a Time ACL 2025
Inner Thinking Transformer: Leveraging Dynamic Depth Scaling to Foster Adaptive Internal Thinking ACL 2025
Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025
DRPruning: Efficient Large Language Model Pruning through Distributionally Robust Optimization ACL 2025
Class Distillation with Mahalanobis Contrast: An Efficient Training Paradigm for Pragmatic Language Understanding Tasks ACL 2025
MEraser: An Effective Fingerprint Erasure Approach for Large Language Models ACL 2025
LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025
Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling ACL 2025
CLaSp: In-Context Layer Skip for Self-Speculative Decoding ACL 2025
Neural Parameter Search for Slimmer Fine-Tuned Models and Better Transfer ACL 2025
Run LoRA Run: Faster and Lighter LoRA Implementations ACL 2025
Propulsion: Steering LLM with Tiny Fine-Tuning COLING 2025