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RingMoClaw reduces the manual effort in remote sensing model optimization by over 40%, enabling autonomous research iteration that enhances performance across multiple tasks.
Existing models miss critical visual evidence in metaphor understanding, but M$^3$R-Reasoner closes the gap, outperforming larger models in both accuracy and justification metrics.
