auto-patch README.md

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2025-07-08 14:57:56 +00:00 · 2025-07-08 14:42:19 +00:00 · 2025-07-08 14:38:46 +00:00 · 2025-07-08 14:33:22 +00:00 · 2025-07-08 14:29:32 +00:00 · 2025-07-08 14:27:55 +00:00
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+---
+arxiv: 2507.00432
+base_model: ReasoningTransferability/UniReason-Qwen3-14B-no-think-SFT
+datasets:
+- math
+- reasoning
+language: en
+library_name: transformers
+license: apache-2.0
+quantized_by: mradermacher
+tags:
+- text-generation
+- math-reasoning
+- transferability
+- Distill from Qwen3-32B-Instruct (non-thinking mode) through Reject Sampling
+- research-paper
+- qwen3
+---
+## About
+
 <!-- ### quantize_version: 2 -->
 <!-- ### output_tensor_quantised: 1 -->
 <!-- ### convert_type: hf -->
 <!-- ### vocab_type:  -->
 <!-- ### tags: nicoboss -->
 weighted/imatrix quants of https://huggingface.co/ReasoningTransferability/UniReason-Qwen3-14B-no-think-SFT
+
+<!-- provided-files -->
+static quants are available at https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-GGUF
+## Usage
+
+If you are unsure how to use GGUF files, refer to one of [TheBloke's
+READMEs](https://huggingface.co/TheBloke/KafkaLM-70B-German-V0.1-GGUF) for
+more details, including on how to concatenate multi-part files.
+
+## Provided Quants
+
+(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
+
+| Link | Type | Size/GB | Notes |
+|:-----|:-----|--------:|:------|
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ1_S.gguf) | i1-IQ1_S | 3.7 | for the desperate |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ1_M.gguf) | i1-IQ1_M | 3.9 | mostly desperate |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 4.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ2_XS.gguf) | i1-IQ2_XS | 4.8 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ2_S.gguf) | i1-IQ2_S | 5.1 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ2_M.gguf) | i1-IQ2_M | 5.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q2_K_S.gguf) | i1-Q2_K_S | 5.5 | very low quality |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q2_K.gguf) | i1-Q2_K | 5.9 | IQ3_XXS probably better |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 6.0 | lower quality |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ3_XS.gguf) | i1-IQ3_XS | 6.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q3_K_S.gguf) | i1-Q3_K_S | 6.8 | IQ3_XS probably better |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ3_S.gguf) | i1-IQ3_S | 6.8 | beats Q3_K* |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ3_M.gguf) | i1-IQ3_M | 7.0 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q3_K_M.gguf) | i1-Q3_K_M | 7.4 | IQ3_S probably better |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q3_K_L.gguf) | i1-Q3_K_L | 8.0 | IQ3_M probably better |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ4_XS.gguf) | i1-IQ4_XS | 8.2 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-IQ4_NL.gguf) | i1-IQ4_NL | 8.6 | prefer IQ4_XS |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q4_0.gguf) | i1-Q4_0 | 8.6 | fast, low quality |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q4_K_S.gguf) | i1-Q4_K_S | 8.7 | optimal size/speed/quality |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q4_K_M.gguf) | i1-Q4_K_M | 9.1 | fast, recommended |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q4_1.gguf) | i1-Q4_1 | 9.5 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q5_K_S.gguf) | i1-Q5_K_S | 10.4 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q5_K_M.gguf) | i1-Q5_K_M | 10.6 |  |
+| [GGUF](https://huggingface.co/mradermacher/UniReason-Qwen3-14B-no-think-SFT-i1-GGUF/resolve/main/UniReason-Qwen3-14B-no-think-SFT.i1-Q6_K.gguf) | i1-Q6_K | 12.2 | practically like static Q6_K |
+
+Here is a handy graph by ikawrakow comparing some lower-quality quant
+types (lower is better):
+
+![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)
+
+And here are Artefact2's thoughts on the matter:
+https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9
+
+## FAQ / Model Request
+
+See https://huggingface.co/mradermacher/model_requests for some answers to
+questions you might have and/or if you want some other model quantized.
+
+## Thanks
+
+I thank my company, [nethype GmbH](https://www.nethype.de/), for letting
+me use its servers and providing upgrades to my workstation to enable
+this work in my free time. Additional thanks to [@nicoboss](https://huggingface.co/nicoboss) for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.
+
+<!-- end -->
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team mradermacher	18a5f8bd70	uploaded from marco	2025-07-08 14:33:22 +00:00
team mradermacher	4aff5f1812	uploaded from marco	2025-07-08 14:29:32 +00:00
team mradermacher	2b5d873031	uploaded from marco	2025-07-08 14:27:55 +00:00
team mradermacher	4ee7b5a541	uploaded from marco	2025-07-08 14:19:36 +00:00
team mradermacher	c6b5c51527	uploaded from marco	2025-07-08 14:16:38 +00:00
team mradermacher	da7773916e	uploaded from marco	2025-07-08 14:09:53 +00:00
team mradermacher	4ccea45649	uploaded from marco	2025-07-08 14:03:03 +00:00