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ACTS achieves full-thinking performance with up to 40% fewer tokens, enabling precise control over reasoning efficiency and accuracy.
Synthetic data from non-conversational signals can outperform real dialogue in low-resource Conversational Recommender Systems, transforming how we approach data scarcity.