Large Language Models

SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking ACL 2026 Scalable Object Relation Encoding for Better 3D Spatial Reasoning in Large Language Models CVPR 2026 ScaleBox: Enabling High-Fidelity and Scalable Code Verification for Large Language Models ACL 2026 Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs CVPR 2026 Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning ACL 2026 Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration ACL 2026 Scaling Laws for Code: A More Data-Hungry Regime ACL 2026 Scaling Reasoning, Losing Control: Evaluating Instruction Following in Large Reasoning Models ACL 2026 Scaling Test-Time Compute to Achieve IOI Gold Medal with Open-Weight Models ACL 2026 Scaling the Long Video Understanding of Multimodal Large Language Models via Visual Memory Mechanism CVPR 2026 SCAN: Structured Capability Assessment and Navigation for LLMs ACL 2026 SchemaRAG: Dynamic Large Schema Reduction for LLM-driven Structured Information Extraction ACL 2026 ScheMatiQ: From Research Question to Structured Data through Interactive Schema Discovery ACL 2026 Schoenfeld’s Anatomy of Mathematical Reasoning by Language Models ACL 2026 ScholaWrite: A Dataset of End-to-End Scholarly Writing ACL 2026 SciCustom: A Framework for Custom Evaluation of Scientific Capabilities in Large Language Models ACL 2026 SCOPE: Boosting LLM Efficiency with Scoped Position Encoding ACL 2026 SDCs in the Wild: Characterizing and Diagnosing SDC-Defective GPUs in Production LLM Training (Operational Systems) OSDI 2026 SDE-SQL: Enhancing Text-to-SQL Generation in Large Language Models via Self-Driven Exploration with SQL Probes ACL 2026 SEASON: Mitigating Temporal Hallucination in Video Large Language Models via Self-Diagnostic Contrastive Decoding CVPR 2026 SED-SFT: Selectively Encouraging Diversity in Supervised Fine-Tuning ACL 2026 Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems ACL 2026 Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning OSDI 2026 SEE: Signal Embedding Energy for Quantifying Noise Interference in Large Audio Language Models ACL 2026 SeLaR: Selective Latent Reasoning in Large Language Models ACL 2026