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Visual Para-Thinker++ achieves remarkable improvements in visual reasoning accuracy by leveraging a multi-agent architecture that minimizes hallucination risks through parallel processing and effective output reconciliation.
SG-OPD achieves remarkable gains in mathematical reasoning by effectively aligning student and teacher models through innovative trust signaling techniques.
