LittleLearner: Language Models Under Pedagogically-Controlled Knowledge Exposure
Modern LMs are trained on everything at once, so it is hard to tell whether a new skill was learned or merely elicited. We constrain the training distribution itself: an 88B-token corpus filtered to the U.S. elementary-s
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