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LMMs know more than they say: SpeciaRL unlocks their fine-grained knowledge by rewarding specific, correct predictions, boosting performance on open-world image classification.
Forget specialized classifiers—LMMs, enhanced with in-context learning and a novel iterative refinement method (CIRCLE), can outperform even fine-tuned VLMs in both closed and open-world classification.
