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@@ -154,8 +154,16 @@ pipeline proceeds as follows:
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previously kept sample $\mathbf{s}'$.
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previously kept sample $\mathbf{s}'$.
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\end{enumerate}
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\end{enumerate}
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An optional LLM-as-Judge scoring module provides multi-dimensional
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A length filter is applied to SFT samples based on the IFD
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quality scores that can be used to filter low-quality samples.
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length-bias analysis in Appendix~\ref{sec:ifd_bias}
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(Figure~\ref{fig:length_bias}): instruction--response pairs
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whose response contains fewer than 15 tokens are discarded,
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because short replies exhibit both high per-token perplexity
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($L_{\text{uncond}} \approx 6\text{--}8$, PPL~$\approx 400\text{--}3000$)
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and wide variance in both $L_{\text{cond}}$ and $L_{\text{uncond}}$,
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which would distort downstream IFD-based difficulty estimates.
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The threshold is applied per-field, analogous to the pretraining
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filter described above.
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\subsection{DPO Data Generation}
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\subsection{DPO Data Generation}
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