Foundation Models

SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy ICML 2025 SIFT: Grounding LLM Reasoning in Contexts via Stickers EMNLP 2025 Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation ICLR 2025 Simplicity Bias and Optimization Threshold in Two-Layer ReLU Networks ICML 2025 SimSMoE: Toward Efficient Training Mixture of Experts via Solving Representational Collapse NAACL 2025 SimulBench: Evaluating Language Models with Creative Simulation Tasks NAACL 2025 Single Character Perturbations Break LLM Alignment AAAI 2025 Single Domain Generalization for Few-Shot Counting via Universal Representation Matching CVPR 2025 SITE: towards Spatial Intelligence Thorough Evaluation ICCV 2025 SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs CVPR 2025 Skeleton-Guided-Translation: A Benchmarking Framework for Code Repository Translation with Fine-Grained Quality Evaluation EMNLP 2025 SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context EMNLP 2025 SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025 SkySense-O: Towards Open-World Remote Sensing Interpretation with Vision-Centric Visual-Language Modeling CVPR 2025 SLAM-Omni: Timbre-Controllable Voice Interaction System with Single-Stage Training ACL 2025 SlideChat: A Large Vision-Language Assistant for Whole-Slide Pathology Image Understanding CVPR 2025 Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025 SLIM: Subtrajectory-Level Elimination for More Effective Reasoning EMNLP 2025 SLOT: Structuring the Output of Large Language Models EMNLP 2025 Small Language Models can Outperform Humans in Short Creative Writing: A Study Comparing SLMs with Humans and LLMs COLING 2025 SmartBench: Is Your LLM Truly a Good Chinese Smartphone Assistant? EMNLP 2025 Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025 SMI-Editor: Edit-based SMILES Language Model with Fragment-level Supervision ICLR 2025 SNAP: Semantic Stories for Next Activity Prediction AAAI 2025 SocialEval: Evaluating Social Intelligence of Large Language Models ACL 2025