Large Language Models

SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025 Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search ICML 2025 ScaffoldGPT: A Scaffold-based GPT Model for Drug Optimization MLHC 2025 Scalable and Culturally Specific Stereotype Dataset Construction via Human-LLM Collaboration EMNLP 2025 Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace Inference UAI 2025 Scalable Multi-Stage Influence Function for Large Language Models via Eigenvalue-Corrected Kronecker-Factored Parameterization IJCAI 2025 ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting ACL 2025 Scaling Capability in Token Space: An Analysis of Large Vision Language Model JMLR 2025 Scaling Collapse Reveals Universal Dynamics in Compute-Optimally Trained Neural Networks ICML 2025 Scaling Context, Not Parameters: Training a Compact 7B Language Model for Efficient Long-Context Processing ACL 2025 Scaling Inference-Efficient Language Models ICML 2025 Scaling Inference-Time Search with Vision Value Model for Improved Visual Comprehension ICCV 2025 Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025 Scaling Laws for Differentially Private Language Models ICML 2025 Scaling Laws for Native Multimodal Models ICCV 2025 Scaling Laws for Upcycling Mixture-of-Experts Language Models ICML 2025 Scaling LLMs’ Social Reasoning: Sprinkle Cognitive “Aha Moment” into Fundamental Long-thought Logical Capabilities ACL 2025 Scaling Test-Time Compute Without Verification or RL is Suboptimal ICML 2025 Scaling Up Membership Inference: When and How Attacks Succeed on Large Language Models NAACL 2025 Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation ICML 2025 SCANS: Mitigating the Exaggerated Safety for LLMs via Safety-Conscious Activation Steering AAAI 2025 SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Models ACL 2025 SceneGenAgent: Precise Industrial Scene Generation with Coding Agent ACL 2025 Scene Map-based Prompt Tuning for Navigation Instruction Generation CVPR 2025 Scheduled Interleaved Speech-Text Training for Speech-to-Speech Translation with LLMs Interspeech 2025