mradermacher/SciRM-Ref-7B-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/SciRM-Ref-7B-i1-GGUF
Source: Original Platform
This commit is contained in:
ModelHub XC
2026-04-30 12:47:56 +08:00
commit a01e65f154
27 changed files with 228 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
SciRM-Ref-7B.imatrix.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ3_M.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ3_XXS.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ4_NL.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ2_M.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ4_XS.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q2_K_S.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ1_M.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ2_XXS.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ2_S.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ1_S.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ2_XS.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-Q4_1.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ3_XS.gguf filter=lfs diff=lfs merge=lfs -text
SciRM-Ref-7B.i1-IQ3_S.gguf filter=lfs diff=lfs merge=lfs -text

93
README.md Normal file
View File

@@ -0,0 +1,93 @@
---
arxiv: 2601.11374
base_model: UKPLab/SciRM-Ref-7B
language:
- en
library_name: transformers
license: apache-2.0
mradermacher:
readme_rev: 1
quantized_by: mradermacher
tags:
- reward-model
- scientific-writing
- evaluation
- reinforcement-learning
- text-generation
- grpo
---
## 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/UKPLab/SciRM-Ref-7B
<!-- provided-files -->
***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#SciRM-Ref-7B-i1-GGUF).***
static quants are available at https://huggingface.co/mradermacher/SciRM-Ref-7B-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/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.imatrix.gguf) | imatrix | 0.1 | imatrix file (for creating your own quants) |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ1_S.gguf) | i1-IQ1_S | 2.0 | for the desperate |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ1_M.gguf) | i1-IQ1_M | 2.1 | mostly desperate |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ2_XXS.gguf) | i1-IQ2_XXS | 2.4 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ2_XS.gguf) | i1-IQ2_XS | 2.6 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ2_S.gguf) | i1-IQ2_S | 2.7 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ2_M.gguf) | i1-IQ2_M | 2.9 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q2_K_S.gguf) | i1-Q2_K_S | 2.9 | very low quality |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q2_K.gguf) | i1-Q2_K | 3.1 | IQ3_XXS probably better |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ3_XXS.gguf) | i1-IQ3_XXS | 3.2 | lower quality |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ3_XS.gguf) | i1-IQ3_XS | 3.4 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q3_K_S.gguf) | i1-Q3_K_S | 3.6 | IQ3_XS probably better |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ3_S.gguf) | i1-IQ3_S | 3.6 | beats Q3_K* |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ3_M.gguf) | i1-IQ3_M | 3.7 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q3_K_M.gguf) | i1-Q3_K_M | 3.9 | IQ3_S probably better |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q3_K_L.gguf) | i1-Q3_K_L | 4.2 | IQ3_M probably better |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ4_XS.gguf) | i1-IQ4_XS | 4.3 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-IQ4_NL.gguf) | i1-IQ4_NL | 4.5 | prefer IQ4_XS |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q4_0.gguf) | i1-Q4_0 | 4.5 | fast, low quality |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q4_K_S.gguf) | i1-Q4_K_S | 4.6 | optimal size/speed/quality |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q4_K_M.gguf) | i1-Q4_K_M | 4.8 | fast, recommended |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q4_1.gguf) | i1-Q4_1 | 5.0 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q5_K_S.gguf) | i1-Q5_K_S | 5.4 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q5_K_M.gguf) | i1-Q5_K_M | 5.5 | |
| [GGUF](https://huggingface.co/mradermacher/SciRM-Ref-7B-i1-GGUF/resolve/main/SciRM-Ref-7B.i1-Q6_K.gguf) | i1-Q6_K | 6.4 | 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 -->

3
SciRM-Ref-7B.i1-IQ1_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:18af4a75bc15aa9537751b4e0ddf10c293771ed376f3f3a9ceab718135f03798
size 2042196992

3
SciRM-Ref-7B.i1-IQ1_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f6535866bbedc2e1c523b4bc8e6d9ecf2de154e4de797edda5d1dbcf72b265aa
size 1903668224

3
SciRM-Ref-7B.i1-IQ2_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:cbf7aa50e90d0cccaf3c77375732b21af27c283964a66fab81ab10c5b3275dfc
size 2780343296

3
SciRM-Ref-7B.i1-IQ2_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:7de6e4ea3dfcb35260c5f67ff2ec53fbf9d1977c159f1f20705359f193a0f4af
size 2595638272

3
SciRM-Ref-7B.i1-IQ2_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:f1331db46053780056b2ac6b5015ac529be920cd3513649293e4249684e1acaf
size 2469022720

3
SciRM-Ref-7B.i1-IQ2_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:a84e848282b4f1ba04cd7a93f421834cf595ebf86b11a1dbb3cee134e4bb97fd
size 2273078272

3
SciRM-Ref-7B.i1-IQ3_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:cbb318561331cecf91e9a18f482c7fb7f2637b87cdee5018afc0d8837ee7fc68
size 3574012928

3
SciRM-Ref-7B.i1-IQ3_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:4ed4ea89799e607adfe16a39f53f8b05c66d55c1d915f51ae79c34735ea99025
size 3499193344

3
SciRM-Ref-7B.i1-IQ3_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:138f92841ad5080c5c7b92f33b82c4946dccb6560d7ec989929417d485cbcfd5
size 3346256896

3
SciRM-Ref-7B.i1-IQ3_XXS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:69134b33dd9d2da7d126f02f8e2dc4624e233d35aa451ba136a47819a200560b
size 3114515456

3
SciRM-Ref-7B.i1-IQ4_NL.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:c668b17bf6cf01b8f45cabfec3a572ac2b34c896b4f93d53e73b5441e77f2b18
size 4437814272

3
SciRM-Ref-7B.i1-IQ4_XS.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:bc218140f23b4cb397bea9629f2eda184d68629f369644f2943a0040cb7357b8
size 4218473472

3
SciRM-Ref-7B.i1-Q2_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:72dbed23c044f0e8552fd8104e2ebce00ec44e1447b13917b344e49cd9040498
size 3015941120

3
SciRM-Ref-7B.i1-Q2_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:b77f2f43fde569a5de9ef3480e2474ea6d8748223019ed96e652ff470486b4be
size 2834074624

3
SciRM-Ref-7B.i1-Q3_K_L.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ae72413bcbee3e46c54ed81f03b382f85d41721dd3afc39cea025f89754a5658
size 4088460288

3
SciRM-Ref-7B.i1-Q3_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:e123f1f465e86fcb829f4eb4c00808f8c9ad95ee63de0f811cbb8c1974440dc6
size 3808392192

3
SciRM-Ref-7B.i1-Q3_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:ee604c8dda2121291d36c172b0f9708987404e1aac97f6151a9ff1c9bbd45413
size 3492369408

3
SciRM-Ref-7B.i1-Q4_0.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:cff94cae3b5adbb51dc0a83382308b851b147fda11f71528ede3af3bbc8987a1
size 4444122112

3
SciRM-Ref-7B.i1-Q4_1.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8dfac2d090d82bb9567f0cead2f6fd2173421ef5f4459deb06566b8e7bd62429
size 4873284608

3
SciRM-Ref-7B.i1-Q4_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:365e6f49d9723265df16dc3f1cfaf219f406bf36df2611708b266166eca4e982
size 4683074560

3
SciRM-Ref-7B.i1-Q4_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:8e1109e7bb61eae6fe829d9ea1510544ba15c40bb1dd1926e6c7e09dc6257b86
size 4457769984

3
SciRM-Ref-7B.i1-Q5_K_M.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:838926e8cae481ac4c829956a4d1d8c4bccacb826928071f796c545571639785
size 5444832256

3
SciRM-Ref-7B.i1-Q5_K_S.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:70f733b82640322dd4c162d9a8a7e8a4ac9d2003e5b23321b64e15aa2ee227e4
size 5315177472

3
SciRM-Ref-7B.i1-Q6_K.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:1ab5294f81cdfb0eec056ec9ce7d1898863b468651ecfec103982d8e6613a9f0
size 6254199808

3
SciRM-Ref-7B.imatrix.gguf Normal file
View File

@@ -0,0 +1,3 @@
version https://git-lfs.github.com/spec/v1
oid sha256:eeb70aabc75875aa416cb6070029b795b5e42e9f28a66f5d2f08ab5d9cd44980
size 4560352