Large Language Models

Self-Instruct: Aligning Language Models with Self-Generated Instructions ACL 2023 Self-Knowledge Guided Retrieval Augmentation for Large Language Models EMNLP 2023 Semantic Parsing by Large Language Models for Intricate Updating Strategies of Zero-Shot Dialogue State Tracking EMNLP 2023 Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation ICLR 2023 Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language Models EMNLP 2023 Separating form and meaning: Using self-consistency to quantify task understanding across multiple senses EMNLP 2023 Sequential Integrated Gradients: a simple but effective method for explaining language models ACL 2023 SERENGETI: Massively Multilingual Language Models for Africa ACL 2023 SETI: Systematicity Evaluation of Textual Inference ACL 2023 Setting the Trap: Capturing and Defeating Backdoors in Pretrained Language Models through Honeypots NeurIPS 2023 SGP-TOD: Building Task Bots Effortlessly via Schema-Guided LLM Prompting EMNLP 2023 Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study EMNLP 2023 SharPT: Shared Latent Space Prompt Tuning EACL 2023 Should You Mask 15% in Masked Language Modeling? EACL 2023 Show Me How It’s Done: The Role of Explanations in Fine-Tuning Language Models ACML 2023 shs-nlp at RadSum23: Domain-Adaptive Pre-training of Instruction-tuned LLMs for Radiology Report Impression Generation ACL 2023 SIGHT: A Large Annotated Dataset on Student Insights Gathered from Higher Education Transcripts ACL 2023 Similarizing the Influence of Words with Contrastive Learning to Defend Word-level Adversarial Text Attack ACL 2023 SimLM: Pre-training with Representation Bottleneck for Dense Passage Retrieval ACL 2023 Simple and Effective Multi-Token Completion from Masked Language Models EACL 2023 SKDBERT: Compressing BERT via Stochastic Knowledge Distillation AAAI 2023 Skill-Based Few-Shot Selection for In-Context Learning EMNLP 2023 Skill-it! A data-driven skills framework for understanding and training language models NeurIPS 2023 SLOG: A Structural Generalization Benchmark for Semantic Parsing EMNLP 2023 SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models ICML 2023