Foundation Models

SocialNav-SUB: Benchmarking VLMs for Scene Understanding in Social Robot Navigation CoRL 2025 SocioBench: Modeling Human Behavior in Sociological Surveys with Large Language Models EMNLP 2025 Socratic Style Chain-of-Thoughts Help LLMs to be a Better Reasoner ACL 2025 SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025 SOLAR: Serendipity Optimized Language Model Aligned for Recommendation EMNLP 2025 Solving New Tasks by Adapting Internet Video Knowledge ICLR 2025 SOMAJGYAAN: A Dataset for Evaluating LLMs on Bangla Culture, Social Knowledge, and Low-Resource Language Adaptation IJCNLP 2025 SOPL: A Sequential Optimal Learning Approach to Automated Prompt Engineering in Large Language Models EMNLP 2025 SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning ACL 2025 SOTOPIA-Ω: Dynamic Strategy Injection Learning and Social Instruction Following Evaluation for Social Agents ACL 2025 Soup-of-Experts: Pretraining Specialist Models via Parameters Averaging ICML 2025 SPACE: Your Genomic Profile Predictor is a Powerful DNA Foundation Model ICML 2025 SPADE: Structured Prompting Augmentation for Dialogue Enhancement in Machine-Generated Text Detection ACL 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025 SPARTUN3D: Situated Spatial Understanding of 3D World in Large Language Model ICLR 2025 SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models CVPR 2025 Spatial Representation of Large Language Models in 2D Scene ACL 2025 SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Models RSS 2025 Specialized Foundation Models Struggle to Beat Supervised Baselines ICLR 2025 SpectFormer: Frequency and Attention is What You Need in a Vision Transformer WACV 2025 Speech Foundation Models and Crowdsourcing for Efficient, High-Quality Data Collection COLING 2025 SpeechIQ: Speech-Agentic Intelligence Quotient Across Cognitive Levels in Voice Understanding by Large Language Models ACL 2025 Speed Up Your Code: Progressive Code Acceleration Through Bidirectional Tree Editing ACL 2025 SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models AAAI 2025 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025