Ep. 114 - January 16, 2024

arXiv NLP research summaries for January 16, 2024. Today's Research Themes (AI-Generated): • Automating prompt engineering for LLMs enhances efficiency with PRewrite based on Reinforcement Learning. • MARIO pipeline advances mathematical reasoning in LLMs with a novel dataset and fine-tuning protocol. • New attack model exposes the vulnerability of multilingual text classifiers to generative adversarial attacks. • Null-shot prompting leverages LLM hallucinations to improve performance on tasks like reading comprehension. • DAPT framework showcases a dual attention approach for continual learning in LLMs, mitigating catastrophic forgetting.