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@@ -45,7 +45,7 @@ Packaged in the **`compressed-tensors`** `pack-quantized` format so it loads dir
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  | **GSM8K (0-shot CoT, greedy)** | ✅ **1265/1319 = 95.9%** — math reasoning preserved at 4-bit |
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  | Chat sanity | ✅ correct |
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  | Needle-in-a-haystack 4K / 16K / 64K / 137K (in-range) | ✅ all PASS |
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- | **Needle-in-a-haystack 1M dense (YaRN ×4, fp8 KV)** | ✅ **PASS** — retrieval works past the native 262,144 |
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  ## Quantization details
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  | **GSM8K (0-shot CoT, greedy)** | ✅ **1265/1319 = 95.9%** — math reasoning preserved at 4-bit |
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  | Chat sanity | ✅ correct |
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  | Needle-in-a-haystack 4K / 16K / 64K / 137K (in-range) | ✅ all PASS |
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+ | **Needle-in-a-haystack 320K/1M dense (YaRN ×4, fp8/int4 KV)** | ✅ **PASS** — retrieval works past the native 262,144 |
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  ## Quantization details
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