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@@ -44,7 +44,6 @@ Its abstention tracks difficulty: it declines more as questions get harder, and
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  - **Sampler:** `top_k 40`, `top_p 0.95`, `min_p 0.05`, `repeat_penalty 1.1`.
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  - **Temperature:** minimal impact — tested across the full `0.2–1.0` range with little behavioral change, so anything in that band is fine.
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  - **Quantization:** `BF16` for best calibration; `Q4_K_M` (~2.7 GB) runs on 8 GB GPUs and abstains slightly more.
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- - **Context:** trained at max-seq 4096.
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  Formats in this repo:
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  - **`safetensors`** (merged bf16, ~8 GB) — for 🤗 Transformers / vLLM; load by repo id (see below).
 
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  - **Sampler:** `top_k 40`, `top_p 0.95`, `min_p 0.05`, `repeat_penalty 1.1`.
45
  - **Temperature:** minimal impact — tested across the full `0.2–1.0` range with little behavioral change, so anything in that band is fine.
46
  - **Quantization:** `BF16` for best calibration; `Q4_K_M` (~2.7 GB) runs on 8 GB GPUs and abstains slightly more.
 
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  Formats in this repo:
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  - **`safetensors`** (merged bf16, ~8 GB) — for 🤗 Transformers / vLLM; load by repo id (see below).