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Traditional evaluation methods may misrepresent LLM capabilities, but RepBench reveals a more nuanced understanding through a multi-benchmark approach that uncovers 182 capability clusters.
Miles achieves state-of-the-art performance in Class Incremental Learning by efficiently expanding the parameter space without sacrificing computational efficiency or risking catastrophic forgetting.
