From 9ed868c8050c96a1533bc6ed36a2732aecedb9f6 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sun, 4 Oct 2026 12:27:13 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: prithivMLmods/Nenque-MoT-0.6B-Elite14-GGUF Source: Original Platform --- .gitattributes | 47 +++++++++++++++++++++++++++++ Nenque-MoT-0.6B-Elite14.BF16.gguf | 3 ++ Nenque-MoT-0.6B-Elite14.F16.gguf | 3 ++ Nenque-MoT-0.6B-Elite14.Q4_K_M.gguf | 3 ++ Nenque-MoT-0.6B-Elite14.Q5_K_M.gguf | 3 ++ README.md | 38 +++++++++++++++++++++++ config.json | 3 ++ configuration.json | 1 + 8 files changed, 101 insertions(+) create mode 100644 .gitattributes create mode 100644 Nenque-MoT-0.6B-Elite14.BF16.gguf create mode 100644 Nenque-MoT-0.6B-Elite14.F16.gguf create mode 100644 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@@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:59b6e0cbcb9949d16e6b33b9ba3ac262683f06bfc40ed6860c81c94ee4f7972f +size 1198182464 diff --git a/Nenque-MoT-0.6B-Elite14.Q4_K_M.gguf b/Nenque-MoT-0.6B-Elite14.Q4_K_M.gguf new file mode 100644 index 0000000..0f7d2a8 --- /dev/null +++ b/Nenque-MoT-0.6B-Elite14.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a53b0347b11ec6a1096b95bb3a47c82904b9621eb6f47d9c00e0b3187c411302 +size 396704832 diff --git a/Nenque-MoT-0.6B-Elite14.Q5_K_M.gguf b/Nenque-MoT-0.6B-Elite14.Q5_K_M.gguf new file mode 100644 index 0000000..5bbccfd --- /dev/null +++ b/Nenque-MoT-0.6B-Elite14.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9944824fabf66eae10fdc3a6b2150692ad87a54a74e782cd522750e5a0f17d31 +size 444415040 diff --git a/README.md b/README.md new file mode 100644 index 0000000..612bbb0 --- /dev/null +++ b/README.md @@ -0,0 +1,38 @@ +--- +license: apache-2.0 +language: +- en +base_model: +- prithivMLmods/Nenque-MoT-0.6B-Elite14 +pipeline_tag: text-generation +library_name: transformers +tags: +- text-generation-inference +- math +- thinking +--- + +# **Nenque-MoT-0.6B-Elite14-GGUF** + +> **Nenque-MoT-0.6B-Elite14** is a compact, high-efficiency model tailored for **mathematical reasoning**, **code generation**, and **structured technical inference**. Fine-tuned from **Qwen3-0.6B** using the **MoT (Mixture of Thoughts) dataset**—with a focus on **math expert clusters**—this model delivers strong symbolic performance in low-resource environments. Despite its **0.6B parameter** size, it offers elite-level precision across STEM and multilingual technical domains. + +## Model File + +| File Name | Size | Format | Description | +|--------------------------------------------|--------|---------------|-----------------------------------------| +| Nenque-MoT-0.6B-Elite14.BF16.gguf | 1.2 GB | GGUF (BF16) | BFloat16 precision model file | +| Nenque-MoT-0.6B-Elite14.F16.gguf | 1.2 GB | GGUF (F16) | Float16 precision model file | +| Nenque-MoT-0.6B-Elite14.Q4_K_M.gguf | 397 MB | GGUF (Q4_K_M) | 4-bit quantized model file | +| Nenque-MoT-0.6B-Elite14.Q5_K_M.gguf | 444 MB | GGUF (Q5_K_M) | 5-bit quantized model file | +| unsloth.Q8_0.gguf | 639 MB | GGUF (Q8_0) | 8-bit quantized model file | +| config.json | 31 B | JSON | Configuration file | +| .gitattributes | 1.86 kB| Text | Git attributes configuration | + +## Quants Usage + +(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) + +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) \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..d1b8b99 --- /dev/null +++ b/config.json @@ -0,0 +1,3 @@ +{ + "model_type": "qwen3" +} \ No newline at end of file diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..159097f --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "others", "allow_remote": true} \ No newline at end of file