Ep. 50 - November 13, 2023

arXiv research summaries for Computation and Language from November 13, 2023. You can find summaries and links to each article ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠. Today's research themes (AI summary) Improving safety, robustness, and interpretability of large language models through techniques like red teaming, uncertainty estimation, and neuron analysis. Evaluating capabilities and limitations of large language models on diverse tasks like logic puzzles, knowledge integration, syntax sensitivity, and cultural concept popularity ranking. Enhancing text generation with constraints and control through approaches like progressive editing, inner monologue prompting, and verifiable retrieval. Studying entrainment, bias, and memorization in models for speech, text classification, and summarization. Developing resources and models for low-resource languages and domains like Greek, Tamil, Tagalog, and scientific information extraction.