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Loopie outperforms traditional Transformers by leveraging a novel architecture that maximizes efficiency without sacrificing reasoning power, achieving gold-medal performance in competitive settings.
By dynamically injecting frequency-aware n-gram features, X-GRAM achieves state-of-the-art accuracy with smaller embedding tables, offering a practical path to scaling memory-augmented architectures.
