The Evolution of Language Models
Large Language Models (LLMs) have revolutionized how we interact with AI. But the next frontier is multimodal understanding—models that can process both text and images seamlessly.
Key Challenges
- Alignment: How do we align visual and textual representations?
- Scale: Training multimodal models requires massive computational resources.
- Evaluation: How do we measure true understanding vs. pattern matching?
Recent Breakthroughs
Recent models like GPT-4V and Gemini have shown impressive capabilities in:
- Visual question answering
- Image captioning with context
- Cross-modal reasoning
What’s Next?
The future of AI lies in models that can understand the world the way humans do—through multiple senses and modalities.
Stay tuned for more technical deep dives!