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LLMs respond to increasingly difficult out-of-distribution inputs by activating sparser representations in their last hidden states, revealing a quantifiable relationship between task difficulty and neural activity.
Forget complex fine-tuning: FinAnchor unlocks surprisingly robust financial predictions by simply aligning embeddings from multiple off-the-shelf LLMs.
