DeCoVec defines task vectors as the logit difference between few-shot and zero-shot ICL prompts and injects them during decoding to improve LLM accuracy on TruthfulQA, Math-500, and AQUA-RAT across seven models without training.
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DeCoVec: Building Decoding Space based Task Vector for Large Language Models via In-Context Learning
DeCoVec defines task vectors as the logit difference between few-shot and zero-shot ICL prompts and injects them during decoding to improve LLM accuracy on TruthfulQA, Math-500, and AQUA-RAT across seven models without training.