Large Language Models

SqueezeLLM: Dense-and-Sparse Quantization ICML 2024 SSS: Editing Factual Knowledge in Language Models towards Semantic Sparse Space ACL 2024 StableMask: Refining Causal Masking in Decoder-only Transformer ICML 2024 StablePT : Towards Stable Prompting for Few-shot Learning via Input Separation EMNLP 2024 StackEval: Benchmarking LLMs in Coding Assistance NeurIPS 2024 Standardize: Aligning Language Models with Expert-Defined Standards for Content Generation EMNLP 2024 Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning NeurIPS 2024 STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models AAAI 2024 Statistical Rejection Sampling Improves Preference Optimization ICLR 2024 Stealth edits to large language models NeurIPS 2024 Stealthy Attack on Large Language Model based Recommendation ACL 2024 Stepwise Alignment for Constrained Language Model Policy Optimization NeurIPS 2024 Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning EMNLP 2024 StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving NeurIPS 2024 Stratified Prediction-Powered Inference for Effective Hybrid Evaluation of Language Models NeurIPS 2024 Strengthened Symbol Binding Makes Large Language Models Reliable Multiple-Choice Selectors ACL 2024 Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack NeurIPS 2024 Striking Gold in Advertising: Standardization and Exploration of Ad Text Generation ACL 2024 Strong hallucinations from negation and how to fix them ACL 2024 STRUCTSUM Generation for Faster Text Comprehension ACL 2024 Structured Object Language Modeling (SO-LM): Native Structured Objects Generation Conforming to Complex Schemas with Self-Supervised Denoising EMNLP 2024 Student Data Paradox and Curious Case of Single Student-Tutor Model: Regressive Side Effects of Training LLMs for Personalized Learning EMNLP 2024 StudentEval: A Benchmark of Student-Written Prompts for Large Language Models of Code ACL 2024 STYLE: Improving Domain Transferability of Asking Clarification Questions in Large Language Model Powered Conversational Agents ACL 2024 Style Vectors for Steering Generative Large Language Models EACL 2024