Foundation Models

Stronger Models are Not Always Stronger Teachers for Instruction Tuning NAACL 2025 Stronger, Steadier & Superior: Geometric Consistency in Depth VFM Forges Domain Generalized Semantic Segmentation ICCV 2025 StrucText-Eval: Evaluating Large Language Model’s Reasoning Ability in Structure-Rich Text ACL 2025 StructFact: Reasoning Factual Knowledge from Structured Data with Large Language Models ACL 2025 Structural Reasoning Improves Molecular Understanding of LLM ACL 2025 Structured Document Generation for Industrial Equipment AAAI 2025 Structured Information Extraction from Nepali Scanned Documents using Layout Transformer and LLMs COLING 2025 Structured Packing in LLM Training Improves Long Context Utilization AAAI 2025 Structured Policy Optimization: Enhance Large Vision-Language Model via Self-referenced Dialogue ICCV 2025 Structure Trumps Size: Rethinking Data Quality for LLM Reasoning EMNLP 2025 Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models ICLR 2025 Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection CVPR 2025 SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA NAACL 2025 Sundial: A Family of Highly Capable Time Series Foundation Models ICML 2025 Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025 Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling NAACL 2025 SurveyGen: Quality-Aware Scientific Survey Generation with Large Language Models EMNLP 2025 SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding ICLR 2025 Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation AAAI 2025 SwiLTra-Bench: The Swiss Legal Translation Benchmark ACL 2025 SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025 SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding CVPR 2025 Syntactic Control of Language Models by Posterior Inference ACL 2025 Synthetic Proofs with Tool-Integrated Reasoning: Contrastive Alignment for LLM Mathematics with Lean EMNLP 2025 Synthetic Visual Genome CVPR 2025