Large Language Models

Scaling Law for Multimodal Large Language Model Supervised Fine-Tuning ACL 2026 SciPedia: Unlocking the Value of Scientific Data for Pre-training ACL 2026 Seer: Online Context Learning for Fast Synchronous LLM Reinforcement Learning OSDI 2026 SegMo: Co-Designing Content-Aware Sparsity and Locally-Cohesive Segment Parallelism for Efficient VLM Inference CVPR 2026 SelecTKD: Selective Token-Weighted Knowledge Distillation for LLMs CVPR 2026 Self-Guided Alignment: Adaptive Preference Sensing for Multi-Objective Generation ACL 2026 ServeGen: Workload Characterization and Generation of Large Language Model Serving in Production NSDI 2026 Simple Is Better: Multiplication May Be All You Need for LLM Request Scheduling OSDI 2026 SineProject: Machine Unlearning for Stable Vision-Language Alignment CVPR 2026 SpecCache: Speculative KV Cache Reuse for Efficient RAG Serving ACL 2026 SPPO: Sequence-Level PPO for Long-Horizon Reasoning Tasks ACL 2026 SRCB at SemEval-2026 Task 5 A Multi-Target Finetuning Framework for Large Language Models with Joint Regression and Text Generation SemEval 2026 Strata: Hierarchical Context Caching for Long Context Language Model Serving OSDI 2026 Teaching the Old Dog New Tricks: Building Efficient Data Pipelines for Large-Scale LLM Pre-Training (Operational Systems) OSDI 2026 TeRA: Vector-based Random Tensor Network for High-Rank Adaptation of Large Language Models ACL 2026 The Argonauts at SemEval 2026 Task 6: Large Language Models for Response Clarity Classification: Prompting, Fine-Tuning, and Data-Centric Approaches SemEval 2026 The Classics at SemEval-2026 Task 3: Combining Transformer Models and LLM-Generated Annotations for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Theory-optimal Quantization Based on Flatness ACL 2026 The Pitfalls of KV Cache Compression ACL 2026 Thesis Proposal: Targeted and Unified Cross-Lingual Unlearning from Multilingual Language Models ACL 2026 Towards Real-World Document Parsing via Realistic Scene Synthesis and Document-Aware Training CVPR 2026 Towards Streaming Referring Video Segmentation via Large Language Model CVPR 2026 Translating Signals to Languages for sEMG-Based Activity Recognition CVPR 2026 TWEO: Transformers Without Extreme Outliers Enables FP8 Training And Quantization For Dummies CVPR 2026 UEP: Portable Expert-Parallel Communication OSDI 2026