The Fire Nation Was Never the Strongest in Avatar: The Last Airbender

During the 100-Year War, the Fire Nation was powerful due to its industry and strong army, but their firebending alone wasn’t enough to completely dominate the other nations. Although the Fire Nation instilled fear around the world, their leaders were aware of their weaknesses and worked hard to hide them, making them difficult to spot unless you looked closely.
![ReaSeq transcends traditional sequential modeling by fully leveraging the reasoning capabilities of large language models, enriching representations to overcome limitations in identifying user interests and expanding behavioral perception beyond the constraints of logged data-a process achieved through the application of reasoning techniques to unlock pre-existing world knowledge within the model [latex] \rightarrow [/latex] enabling a more comprehensive understanding of user behavior.](https://arxiv.org/html/2512.21257v1/x1.png)







