mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF
1
0
Fork 0
Code Issues Pull Requests Actions Projects Releases Wiki Activity

初始化项目，由ModelHub XC社区提供模型

Browse Source 
Model: mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-07-20 09:55:11 +08:00
commit 751d0f55c1
27 changed files with 226 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

60
.gitattributes vendored Normal file
View File

@@ -0,0 +1,60 @@
*.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
Qwen3-14B-ARPO-DeepSearch.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:534e7ec2b32cb4c34071d72103b03bf76ae24f948ef5b254f99c3aefcb24ab33
size 3849656448

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ad150fc366db6f1454b04fafdbbcb961d93910389b7689413b7dfef03941adbf
size 3579934848

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:d80dd0856980409a79007f117e23806fa3b96f927cb579b8d80e04409ad3aca5
size 5322941568

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:0a60a8c957cf677b33d63f328bd9075025755766f87b33941c0672eed9111454
size 4963312768

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:10aa66b4e870adbd97d494dc38643f58d5ad99af0055345358296daf35f8ffa8
size 4691589248

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:fbe9575ba7799c5bc7e74e8ddb920b1bd49a9f5627979c3bd3d0b042a585832b
size 4299192448

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:7432953a141615e5a506a213289005475c298c2b7477367f4ac0ed8a9a9f0535
size 6883410048

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:fc03e58f32c84aeac40c78c02e7bf45c58abbdff3fd853f3ae40ab1d0a7cc02d
size 6684958848

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b73112a3375fa2f63f454d80534bc14fbd78239ab8e3db6eb64f61651ff463ad
size 6375301248

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a2656a2f82072d4c528d6a63db60c3f454f2701080158c25a6e6fcfba6ddd1d1
size 5942666368

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:bf35853a011d7c352063c4b7e7dad51a90c8147fb8aafc34f177e3c821d7acff
size 8541363328

3
Qwen3-14B-ARPO-DeepSearch.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:9d32486bd64bb71af13be959bb5730df8c8fb9833bd95ca5a6783f9112567b7f
size 8110730368

3
Qwen3-14B-ARPO-DeepSearch.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:085c9762ed990770e85dc6b4d22879cdcb36264aa2ca464f760ec718b846b0ed
size 5753984128

3
Qwen3-14B-ARPO-DeepSearch.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:83a80b54237a6a8896864451ff612e740b1b419fe19d03b0151eee7454e3dfe0
size 5389849728

3
Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:46767c252833c1a919b8852f8bd4f8ea00b63f3e6ec15d89b4cf7759d1ac1585
size 7900651648

3
Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:78d3631eff4fc3c37b35f75b116047b7f007aa31470f6005980e0d3eefbe0584
size 7321313408

3
Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a7e091e1ecf0b2fc4f8a04359a9b64546951f21a5220e67d124fec9d936f3601
size 6657106048

3
Qwen3-14B-ARPO-DeepSearch.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b690c34cff5e36b01f5c2763bfaf7ff199e9c6b5d2afcb4c221d100d7493a486
size 8543001728

3
Qwen3-14B-ARPO-DeepSearch.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a9b7067570f330fab582f1e1b6e4a335ebabb515575f6f6a8e735af14c350b71
size 9389522048

3
Qwen3-14B-ARPO-DeepSearch.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:0cd39399d8d397e95195e88d6851078336f71e22f7f7df3bb15f67822b63e073
size 9001753728

3
Qwen3-14B-ARPO-DeepSearch.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:6bac8331b8f2e73551e8fa89c595c2224f6135a54e967254ad216ac392200171
size 8573475968

3
Qwen3-14B-ARPO-DeepSearch.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:82bc687242ae1c3d520c1f0155437960863b3dd9b5faf0c26f8d3de30fb93e47
size 10514570368

3
Qwen3-14B-ARPO-DeepSearch.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b9b34b59f3159174a4ce18c2b5780655e731dca73e53cc184df36741e46b6b06
size 10263895168

3
Qwen3-14B-ARPO-DeepSearch.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ea0770978a656361c4c036a605fd5acb102e7038cee75fbf45b8772dc09b6c17
size 12121938048

3
Qwen3-14B-ARPO-DeepSearch.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b805d9200c5a414831e62d4405549984c04e98f7c830e8f183d6e3be97a002fe
size 7743552

91
README.md Normal file
View File

@@ -0,0 +1,91 @@
---
base_model: dongguanting/Qwen3-14B-ARPO-DeepSearch
language:
- en
library_name: transformers
license: mit
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- agent
- tool-use
- reinforcement-learning
- qwen
- llm
---
## About
<!-- ### quantize_version: 2 -->
<!-- ### output_tensor_quantised: 1 -->
<!-- ### convert_type: hf -->
<!-- ### vocab_type: -->
<!-- ### tags: nicoboss -->
<!-- ### quants: Q2_K IQ3_M Q4_K_S IQ3_XXS Q3_K_M small-IQ4_NL Q4_K_M IQ2_M Q6_K IQ4_XS Q2_K_S IQ1_M Q3_K_S IQ2_XXS Q3_K_L IQ2_XS Q5_K_S IQ2_S IQ1_S Q5_K_M Q4_0 IQ3_XS Q4_1 IQ3_S -->
<!-- ### quants_skip: -->
<!-- ### skip_mmproj: -->
weighted/imatrix quants of https://huggingface.co/dongguanting/Qwen3-14B-ARPO-DeepSearch
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#Qwen3-14B-ARPO-DeepSearch-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-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/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ1_S.gguf) | i1-IQ1_S | 3.7 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ1_M.gguf) | i1-IQ1_M | 3.9 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 4.4 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ2_XS.gguf) | i1-IQ2_XS | 4.8 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ2_S.gguf) | i1-IQ2_S | 5.1 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ2_M.gguf) | i1-IQ2_M | 5.4 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q2_K_S.gguf) | i1-Q2_K_S | 5.5 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q2_K.gguf) | i1-Q2_K | 5.9 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 6.0 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ3_XS.gguf) | i1-IQ3_XS | 6.5 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_S.gguf) | i1-Q3_K_S | 6.8 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ3_S.gguf) | i1-IQ3_S | 6.8 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ3_M.gguf) | i1-IQ3_M | 7.0 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_M.gguf) | i1-Q3_K_M | 7.4 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q3_K_L.gguf) | i1-Q3_K_L | 8.0 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ4_XS.gguf) | i1-IQ4_XS | 8.2 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-IQ4_NL.gguf) | i1-IQ4_NL | 8.6 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q4_0.gguf) | i1-Q4_0 | 8.6 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q4_K_S.gguf) | i1-Q4_K_S | 8.7 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q4_K_M.gguf) | i1-Q4_K_M | 9.1 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q4_1.gguf) | i1-Q4_1 | 9.5 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q5_K_S.gguf) | i1-Q5_K_S | 10.4 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.i1-Q5_K_M.gguf) | i1-Q5_K_M | 10.6 | |
| [GGUF](https://huggingface.co/mradermacher/Qwen3-14B-ARPO-DeepSearch-i1-GGUF/resolve/main/Qwen3-14B-ARPO-DeepSearch.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 -->