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RedEvoAgent evolves red-teaming skills in real-time, outpacing traditional methods and enhancing safety against sophisticated LLM threats.
LUMI revolutionizes lossless image compression by decoupling it from tokenizer behavior, achieving superior performance with a unified approach across different LLM architectures.
SoftSkill achieves up to 42.1 points improvement on LiveMath by transforming lengthy Markdown skills into a few powerful virtual tokens.
LLMs can compress context better than dedicated compression modules, simply by prompting them to "think" about the task.