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Card accuracy sweep: honest brand labeling, remove dead links, upstream KV tip

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  1. README.md +8 -1
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@@ -10,6 +10,14 @@ tags:
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  - llama.cpp
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  # MiniCPM5-1B-Base — RotorQuant GGUF Q5_K_M
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  [`openbmb/MiniCPM5-1B-Base`](https://huggingface.co/openbmb/MiniCPM5-1B-Base) quantized pack, published as `MiniCPM5-1B-Base-RotorQuant-GGUF-Q5_K_M`.
@@ -32,4 +40,3 @@ This is a llama.cpp GGUF conversion of the text tower; no modality beyond `pipel
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  This pack is a **derivative** of [`openbmb/MiniCPM5-1B-Base`](https://huggingface.co/openbmb/MiniCPM5-1B-Base); all credit for the original model, training, and weights belongs to the upstream authors. This repo republishes a quantized conversion of those weights only.
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  Governed by the [apache-2.0](https://www.apache.org/licenses/LICENSE-2.0). See the upstream repo and the linked license for the full terms — no license text is reproduced here.
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  - llama.cpp
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+ > [!TIP]
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+ > **KV-cache quantization (upstream, no fork needed):** llama.cpp/Ollama cover
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+ > this natively — `-ctk q8_0 -ctv q8_0` (~half KV memory, negligible quality
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+ > loss) or `-ctk q4_0 -ctv q4_0` (~quarter memory, small quality cost). In
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+ > Ollama: `OLLAMA_KV_CACHE_TYPE=q8_0` with `OLLAMA_FLASH_ATTENTION=1`.
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  # MiniCPM5-1B-Base — RotorQuant GGUF Q5_K_M
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  [`openbmb/MiniCPM5-1B-Base`](https://huggingface.co/openbmb/MiniCPM5-1B-Base) quantized pack, published as `MiniCPM5-1B-Base-RotorQuant-GGUF-Q5_K_M`.
 
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  This pack is a **derivative** of [`openbmb/MiniCPM5-1B-Base`](https://huggingface.co/openbmb/MiniCPM5-1B-Base); all credit for the original model, training, and weights belongs to the upstream authors. This repo republishes a quantized conversion of those weights only.
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  Governed by the [apache-2.0](https://www.apache.org/licenses/LICENSE-2.0). See the upstream repo and the linked license for the full terms — no license text is reproduced here.