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How Text-to-Video Generation Models Work
Last Updated: December 14, 2025
Ashish Pratap Singh
7 min read
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On this page
The Core Challenge: Temporal Consistency
From Images to Video: What Changes?
Two Main Architectures
How Video Diffusion Works
Temporal Attention: The Key Mechanism
Training Text-to-Video Models
Sora: A Closer Look
Other Notable Models
Generation Techniques
The Compute Challenge
Current Limitations
The Training Data Challenge
What's Next for Video Generation
Key Takeaways
Further Reading
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