Complex Reasoning

Enhancing language agents' reasoning capabilities to support complex decision-making processes and developing augmentation tools that enhance human cognition, creativity, productivity, and well-being.

Multimodality

Creating sophisticated language agents capable of integrating and understanding diverse modalities—such as text, vision, speech, and numerical data—to facilitate richer, more natural interactions and broader practical applications.

Alignment

Ensuring language agents align with human intentions, ethics, and values by developing robust alignment methodologies. Our research in alignment addresses safety, unintended behavior, and trustworthy interactions.

Efficiency

Developing computationally efficient methods for training and deploying language models, aiming to reduce environmental impact, minimize resource usage, and democratize access to advanced AI capabilities.