Large Language Models

Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models NeurIPS 2024 Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences ICML 2024 SIG: Speaker Identification in Literature via Prompt-Based Generation AAAI 2024 Simplifying Translations for Children: Iterative Simplification Considering Age of Acquisition with LLMs ACL 2024 Simultaneous Interpretation Corpus Construction by Large Language Models in Distant Language Pair EMNLP 2024 SIRIUS : Contexual Sparisty with Correction for Efficient LLMs NeurIPS 2024 SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models NeurIPS 2024 Small Language Model Can Self-Correct AAAI 2024 SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models NeurIPS 2024 SnapKV: LLM Knows What You are Looking for Before Generation NeurIPS 2024 Socratic Human Feedback (SoHF): Expert Steering Strategies for LLM Code Generation EMNLP 2024 SocraticLM: Exploring Socratic Personalized Teaching with Large Language Models NeurIPS 2024 SpaRC and SpaRP: Spatial Reasoning Characterization and Path Generation for Understanding Spatial Reasoning Capability of Large Language Models ACL 2024 SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model EMNLP 2024 SparseLLM: Towards Global Pruning of Pre-trained Language Models NeurIPS 2024 SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding EMNLP 2024 Spectral Editing of Activations for Large Language Model Alignment NeurIPS 2024 Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration NeurIPS 2024 SpeedLoader: An I/O efficient scheme for heterogeneous and distributed LLM operation NeurIPS 2024 SPIN: Sparsifying and Integrating Internal Neurons in Large Language Models for Text Classification ACL 2024 SpreadsheetBench: Towards Challenging Real World Spreadsheet Manipulation NeurIPS 2024 SRTube: Video-Language Pre-Training with Action-Centric Video Tube Features and Semantic Role Labeling CVPR 2024 Stable Language Model Pre-training by Reducing Embedding Variability EMNLP 2024 Stealth edits to large language models NeurIPS 2024 Story Morals: Surfacing value-driven narrative schemas using large language models EMNLP 2024