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SALA achieves superior reasoning alignment by learning flexible, task-specific operations, outperforming traditional methods that rely on rigid matching criteria.
CoMerge not only preserves task-specific capabilities but also achieves near-optimal performance with just 1,445 scalar coefficients, challenging the need for full-parameter fine-tuning.
Bridging cognitive islands with a novel framework, PonsRAG boosts long narrative reasoning accuracy by over 11% through innovative evidence integration.
Target construction is not just a preliminary step in fairness evaluation; it's a core component that can reveal significant biases in generative models.
