Lexical reference frames read LM hidden states without a lens
LexFrame[1] reaches 0.97 coherence on SmolLM3-3B and OLMo3-7B, versus 0.30 and 0.35 for fixed lenses.
LexFrame[1] reaches 0.97 coherence on SmolLM3-3B and OLMo3-7B, versus 0.30 and 0.35 for fixed lenses.
A study of Qwen3-1.7B shows multi-teacher on-policy distillation is shaped by averaging, Adam, and BF16 precision.
A distillation study shows averaging, Adam, and BF16 reshape how multi-teacher signals update student models.
QAM merges checkpoints to match sequential gradient descent through second order, with an O(h^3) error bound.
Study of on-policy self-distillation on 5,319 AMPLE-Math problems finds reference-free distillation drives most gains, with modest extra benefit from privileged references.
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