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FlashMemory-DeepSeek-V4 slashes GPU memory usage by over 90% for ultra-long contexts while enhancing model accuracy.
Legal LLMs can be taught to respect the arrow of time, outperforming state-of-the-art models by up to 30% on legal reasoning tasks simply by enforcing temporal consistency via reinforcement learning.