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    "nll": "SmolLM2-135M; initial prompt masked; later user turns included",
    "nll_qwen": "Qwen3-0.6B; same scoring convention",
    "nll_gemma": "Gemma-3-270M; same scoring convention",
    "n_tokens": "primary-teacher non-padding tokens after truncation, including initial prompt"
  }
}