#jepa

Key Takeaways The LLM-JEPA framework, published in September 2025, combines standard LLM training...

A new proof shows that on hierarchically structured data, learning from tokens needs training examples growing exponentially with the depth of the hidden structure while predicting your own representations needs a number that stays constant.