Large Language Models

Controlling Conditional Language Models without Catastrophic Forgetting ICML 2022 Co-training Improves Prompt-based Learning for Large Language Models ICML 2022 DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale ICML 2022 Detecting Label Errors by Using Pre-Trained Language Models EMNLP 2022 Differentially Private Model Compression NeurIPS 2022 Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence EMNLP 2022 Eliciting Knowledge from Large Pre-Trained Models for Unsupervised Knowledge-Grounded Conversation EMNLP 2022 Emergent Structures and Training Dynamics in Large Language Models ACL 2022 Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference EMNLP 2022 EvEntS ReaLM: Event Reasoning of Entity States via Language Models EMNLP 2022 Examining Large Pre-Trained Language Models for Machine Translation: What You Don’t Know about It EMNLP 2022 Factual Consistency of Multilingual Pretrained Language Models ACL 2022 Few-shot Learning with Multilingual Generative Language Models EMNLP 2022 Few-Shot Semantic Parsing with Language Models Trained on Code NAACL 2022 Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models NeurIPS 2022 Foundation Models of Scientific Knowledge for Chemistry: Opportunities, Challenges and Lessons Learned ACL 2022 GenIE: Generative Information Extraction NAACL 2022 GPT3.int8(): 8-bit Matrix Multiplication for Transformers at Scale NeurIPS 2022 GPT-NeoX-20B: An Open-Source Autoregressive Language Model ACL 2022 GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering NAACL 2022 Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations EMNLP 2022 How Large Language Models are Transforming Machine-Paraphrase Plagiarism EMNLP 2022 How Long Is Enough? Exploring the Optimal Intervals of Long-Range Clinical Note Language Modeling EMNLP 2022 Jam or Cream First? Modeling Ambiguity in Neural Machine Translation with SCONES NAACL 2022 Just Fine-tune Twice: Selective Differential Privacy for Large Language Models EMNLP 2022