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Forget fine-tuning every LLM: ReQueR trains a single, RL-powered query refiner that coaxes hidden reasoning abilities out of diverse, frozen models at inference time.
Imagine specifying complex 3D articulations with just a few 2D sketches – Sketch2Arti makes it a reality.
MLLMs are better at understanding videos than directly grounding text queries within them, and a self-correction training loop can close the gap.
By unifying geometric guidance across representation, architecture, and loss, UniGeo achieves unprecedented camera control and cross-view consistency in image editing, leaving previous fragmented approaches in the dust.
