Ep. 49 - November 12, 2023

arXiv research summaries for Computation and Language from November 12, 2023. You can find summaries and links to each article ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠. Today's research themes (AI summary) Enhancing reasoning capabilities of large language models through techniques like chain-of-thought prompting or multi-agent discussions. Improving cross-lingual transferability of models through techniques like knowledge sharing, alignment, and calibration. Evaluating alignment of large language models with human values through adversarial evaluation frameworks. Incorporating knowledge graphs and ontologies to inject external knowledge and improve language model pretraining. Leveraging speech information and other multimodal signals in addition to text to enhance language model capabilities.