For SAT problems with 10 variables and 200 clauses, sometimes outputted UNSAT because it couldn't find any satisfying assignment, and it would take a lot more time to find one, which is logically sound. I don't consider this as bad reasoning as it is about performance. So I tried it with only 100 clauses and it successfully found valid assignments.
Nature, Published online: 25 February 2026; doi:10.1038/s41586-025-10062-6
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"There was a big step – jump – that people have questioned," Jackson says. "But now the world is awash with oil and it's not clear that the same calculations still apply."，这一点在safew官方版本下载中也有详细论述
Architectural variations: rank-1/low-rank projections, factorized embeddings, custom positional encodings, alternative norms