[HN Gopher] Universal Reasoning Model (53.8% pass 1 ARC1 and 16....
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       Universal Reasoning Model (53.8% pass 1 ARC1 and 16.0% ARC 2)
        
       Author : marojejian
       Score  : 29 points
       Date   : 2025-12-22 18:59 UTC (4 hours ago)
        
 (HTM) web link (arxiv.org)
 (TXT) w3m dump (arxiv.org)
        
       | marojejian wrote:
       | 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 wrote:
       | 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.
        
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       (page generated 2025-12-22 23:00 UTC)