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34,437 papers (4 classified directly here)

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Papers (including subtopics)

SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models ICML 2025 SlimLM: An Efficient Small Language Model for On-Device Document Assistance ACL 2025 Slimming the Fat-Tail: Morphing-Flow for Adaptive Time Series Modeling ICML 2025 SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression ICML 2025 SLM-Bench: A Comprehensive Benchmark of Small Language Models on Environmental Impacts EMNLP 2025 SLMRec: Distilling Large Language Models into Small for Sequential Recommendation ICLR 2025 SLoPe: Double-Pruned Sparse Plus Lazy Low-Rank Adapter Pretraining of LLMs ICLR 2025 SLOT: Structuring the Output of Large Language Models EMNLP 2025 SLoW: Select Low-frequency Words! Automatic Dictionary Selection for Translation on Large Language Models EMNLP 2025 SLVR: Super-Light Visual Reconstruction via Blueprint Controllable Convolutions and Exploring Feature Diversity Representation CVPR 2025 Small Changes, Large Consequences: Analyzing the Allocational Fairness of LLMs in Hiring Contexts IJCNLP 2025 Small Encoders Can Rival Large Decoders in Detecting Groundedness ACL 2025 Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling ICLR 2025 Small Language Models in the Real World: Insights from Industrial Text Classification ACL 2025 Small Models are LLM Knowledge Triggers for Medical Tabular Prediction ICLR 2025 Small Models, Big Impact: Efficient Corpus and Graph-Based Adaptation of Small Multilingual Language Models for Low-Resource Languages ACL 2025 Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition EMNLP 2025 Small Models Struggle to Learn from Strong Reasoners ACL 2025 Small-to-Large Generalization: Training Data Influences Models Consistently Across Scale ICLR 2025 SMamba: Sparse Mamba for Event-based Object Detection AAAI 2025 Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference ACL 2025 Smarter, Not Harder: Training-Free Adaptive Computation for Transformers ACL 2025 SMARTMiner: Extracting and Evaluating SMART Goals from Low-Resource Health Coaching Notes EMNLP 2025 Smart Motor: A Low-Cost Hardware and Software Toolkit for Introducing Supervised Machine Learning to Elementary School Students AAAI 2025 SMART-PC: Skeletal Model Adaptation for Robust Test-Time Training in Point Clouds ICML 2025