From 0a22e83649090759d7f71b4b528f617a07198017 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Sun, 12 Jul 2026 11:39:10 +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: mradermacher/Qwen3-4B-BiasExpert-GGUF Source: Original Platform --- .gitattributes | 47 ++++++++++++++++++++ Qwen3-4B-BiasExpert.IQ4_XS.gguf | 3 ++ Qwen3-4B-BiasExpert.Q2_K.gguf | 3 ++ Qwen3-4B-BiasExpert.Q3_K_L.gguf | 3 ++ Qwen3-4B-BiasExpert.Q3_K_M.gguf | 3 ++ Qwen3-4B-BiasExpert.Q3_K_S.gguf | 3 ++ Qwen3-4B-BiasExpert.Q4_K_M.gguf | 3 ++ Qwen3-4B-BiasExpert.Q4_K_S.gguf | 3 ++ Qwen3-4B-BiasExpert.Q5_K_M.gguf | 3 ++ Qwen3-4B-BiasExpert.Q5_K_S.gguf | 3 ++ Qwen3-4B-BiasExpert.Q6_K.gguf | 3 ++ Qwen3-4B-BiasExpert.Q8_0.gguf | 3 ++ Qwen3-4B-BiasExpert.f16.gguf | 3 ++ README.md | 78 +++++++++++++++++++++++++++++++++ 14 files changed, 161 insertions(+) create mode 100644 .gitattributes create mode 100644 Qwen3-4B-BiasExpert.IQ4_XS.gguf create mode 100644 Qwen3-4B-BiasExpert.Q2_K.gguf create mode 100644 Qwen3-4B-BiasExpert.Q3_K_L.gguf create mode 100644 Qwen3-4B-BiasExpert.Q3_K_M.gguf create mode 100644 Qwen3-4B-BiasExpert.Q3_K_S.gguf create mode 100644 Qwen3-4B-BiasExpert.Q4_K_M.gguf create mode 100644 Qwen3-4B-BiasExpert.Q4_K_S.gguf create mode 100644 Qwen3-4B-BiasExpert.Q5_K_M.gguf create mode 100644 Qwen3-4B-BiasExpert.Q5_K_S.gguf create mode 100644 Qwen3-4B-BiasExpert.Q6_K.gguf create mode 100644 Qwen3-4B-BiasExpert.Q8_0.gguf create mode 100644 Qwen3-4B-BiasExpert.f16.gguf create mode 100644 README.md diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..3aece01 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,47 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q2_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q6_K.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.Q8_0.gguf filter=lfs diff=lfs merge=lfs -text +Qwen3-4B-BiasExpert.f16.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/Qwen3-4B-BiasExpert.IQ4_XS.gguf b/Qwen3-4B-BiasExpert.IQ4_XS.gguf new file mode 100644 index 0000000..e3d06d5 --- /dev/null +++ b/Qwen3-4B-BiasExpert.IQ4_XS.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2f70271db1333faaf4733f9d376813ba6270eb707fb0bc6908e8598e12a161c5 +size 2286316544 diff --git a/Qwen3-4B-BiasExpert.Q2_K.gguf b/Qwen3-4B-BiasExpert.Q2_K.gguf new file mode 100644 index 0000000..b15c66b --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q2_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f5af77d2c5ae3ad0579b7c5a5b480d6342aaad867f2ad2695d06320646aa417e +size 1669499904 diff --git a/Qwen3-4B-BiasExpert.Q3_K_L.gguf b/Qwen3-4B-BiasExpert.Q3_K_L.gguf new file mode 100644 index 0000000..303f7a0 --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q3_K_L.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c297cdbd35eec4ddfd4f85ec3903e27ca03e2ed7445c2079432f78d7b55d2657 +size 2239785984 diff --git a/Qwen3-4B-BiasExpert.Q3_K_M.gguf b/Qwen3-4B-BiasExpert.Q3_K_M.gguf new file mode 100644 index 0000000..cf2dcbe --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q3_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6706e2685779536fae16af33b1dd09fac1e53491b0c77ecb3e9c1bbd7dcd4850 +size 2075618304 diff --git a/Qwen3-4B-BiasExpert.Q3_K_S.gguf b/Qwen3-4B-BiasExpert.Q3_K_S.gguf new file mode 100644 index 0000000..e90b22c --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q3_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eac9b622b5cf3474bffe55527d87db5b12eb0ca335a7e007b446c4fd343e2a4e +size 1886997504 diff --git a/Qwen3-4B-BiasExpert.Q4_K_M.gguf b/Qwen3-4B-BiasExpert.Q4_K_M.gguf new file mode 100644 index 0000000..4eccb12 --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q4_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6304921e404bf242ad421c930f66b352c8829b2b4e507da5473138ba554c9939 +size 2497281024 diff --git a/Qwen3-4B-BiasExpert.Q4_K_S.gguf b/Qwen3-4B-BiasExpert.Q4_K_S.gguf new file mode 100644 index 0000000..642d2de --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q4_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4cc5033e9e0c97349acd10870ee90ede8d1a0275c701308250c75343cba7d489 +size 2383309824 diff --git a/Qwen3-4B-BiasExpert.Q5_K_M.gguf b/Qwen3-4B-BiasExpert.Q5_K_M.gguf new file mode 100644 index 0000000..5cfdc3c --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q5_K_M.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ec37558452ee2b3163a47ad9b30ae4a49ed7f9d9bda66045f7ac65a27d75d8d4 +size 2889513984 diff --git a/Qwen3-4B-BiasExpert.Q5_K_S.gguf b/Qwen3-4B-BiasExpert.Q5_K_S.gguf new file mode 100644 index 0000000..19f6725 --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q5_K_S.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bef1d5807d290a1cb526f1db1c745fb793ef2739416930eebbcd2b8d01dd8f2d +size 2823711744 diff --git a/Qwen3-4B-BiasExpert.Q6_K.gguf b/Qwen3-4B-BiasExpert.Q6_K.gguf new file mode 100644 index 0000000..0191af4 --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q6_K.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ddec905b61b10d08311aaef59ced3127f3ca9dc31a0fd9a068e88f5230afa499 +size 3306261504 diff --git a/Qwen3-4B-BiasExpert.Q8_0.gguf b/Qwen3-4B-BiasExpert.Q8_0.gguf new file mode 100644 index 0000000..f86395e --- /dev/null +++ b/Qwen3-4B-BiasExpert.Q8_0.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5fb23b20afd49d0a4823073f3b8ddb335ff990883f399b633472555f0161750e +size 4280405504 diff --git a/Qwen3-4B-BiasExpert.f16.gguf b/Qwen3-4B-BiasExpert.f16.gguf new file mode 100644 index 0000000..a3b0fe4 --- /dev/null +++ b/Qwen3-4B-BiasExpert.f16.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:01758a6a63ddb596d1c53fab508bb14182bd69ef3c0313429b7c9d51d7c033f4 +size 8051285504 diff --git a/README.md b/README.md new file mode 100644 index 0000000..642a3f8 --- /dev/null +++ b/README.md @@ -0,0 +1,78 @@ +--- +base_model: EmergentMethods/Qwen3-4B-BiasExpert +language: +- en +library_name: transformers +license: apache-2.0 +mradermacher: + readme_rev: 1 +quantized_by: mradermacher +tags: +- bias-detection +- news-analysis +- media-bias +- journalism +- content-analysis +--- +## About + + + + + + + + + +static quants of https://huggingface.co/EmergentMethods/Qwen3-4B-BiasExpert + + + +***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-4B-BiasExpert-GGUF).*** + +weighted/imatrix quants are available at https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-i1-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/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q2_K.gguf) | Q2_K | 1.8 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q3_K_S.gguf) | Q3_K_S | 2.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q3_K_M.gguf) | Q3_K_M | 2.2 | lower quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q3_K_L.gguf) | Q3_K_L | 2.3 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.IQ4_XS.gguf) | IQ4_XS | 2.4 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q4_K_S.gguf) | Q4_K_S | 2.5 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q4_K_M.gguf) | Q4_K_M | 2.6 | fast, recommended | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q5_K_S.gguf) | Q5_K_S | 2.9 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q5_K_M.gguf) | Q5_K_M | 3.0 | | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q6_K.gguf) | Q6_K | 3.4 | very good quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.Q8_0.gguf) | Q8_0 | 4.4 | fast, best quality | +| [GGUF](https://huggingface.co/mradermacher/Qwen3-4B-BiasExpert-GGUF/resolve/main/Qwen3-4B-BiasExpert.f16.gguf) | f16 | 8.2 | 16 bpw, overkill | + +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. + +