arXiv research summaries for Computation and Language from November 2, 2023. You can find summaries and links to each article here.
Today's research themes (AI summary)
- Enhancing NLP models with external knowledge through techniques like prompting and knowledge injection.
- Analyzing model performance on challenging linguistic examples that reveal nuances like syntactic dependencies or semantic inconsistencies.
- Developing methods to control model behavior, like refusal mechanisms and evaluating consistency.
- Leveraging generative capabilities for applications like data augmentation and topic modeling.
- Adapting models to new domains/languages, via transfer learning and multitask training.