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Scaling VLMs won't magically unlock reasoning skills; you need to address the reporting bias in training data that suppresses tacit information.
LLMs can learn to use poorly documented tools more effectively by iteratively refining documentation based on observed execution feedback, challenging the assumption of perfectly documented tools in existing benchmarks.
