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Universal Reasoning Model (53.8% pass 1 ARC1 and 16.0% ARC 2)

Universal Reasoning Model (53.8% pass 1 ARC1 and 16.0% ARC 2)

2 comments

·December 22, 2025
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marojejian

Sounds like a further improvement in the spirit of HRM & TRM models.

Decent comment via x: https://x.com/r0ck3t23/status/2002383378566303745

I continue to be fascinated by these architectures that: - Build in recurrence / inference scaling to transformers more natively. - Don't use full recurrent gradient traces, and succeed not just despite, but because of that.

Moosdijk

Interesting. Instead of running the model once (flash) or multiple times (thinking/pro) in its entirety, this approach seems to apply the same principle within one run, looping back internally.

Instead of big models that “brute force” the right answer by knowing a lot of possible outcomes, this model seems to come to results with less knowledge but more wisdom.

Kind of like having a database of most possible frames in a video game and blending between them instead of rendering the scene.