Update README.md

README.md

@@ -5,8 +5,11 @@ language:
 license: apache-2.0
 library_name: transformers
 tags:
+- chat
+- conversational
 - mergekit
 - merge
+- miscii
 base_model:
 - sthenno-com/miscii-14b-1225
 - sthenno/tempesthenno-ppo-ckpt40
@@ -114,40 +117,25 @@ model-index:
 ---
 # miscii-14b-0218
 
-> I think there’s a reason I’m a shadow, but she looks like an angel. — **Viyella’s Memory**, from The **Angel’s Message** by Laur (2018).
+“I think there’s a reason I’m a shadow, but she looks like an angel.”
+— **Viyella’s Memory**, excerpted from **[The Angel’s Message](http://lastlabyrinth.net/agm/)** by Laur (2018).
 
-<p align="center">
-  <img src="banner.png" alt="Banner" width="80%" style="border-radius:8px;">
+<p align="left">
+<img src="banner@0.5x.png" alt="Banner" width="420" style="border-radius:3px;">
 </p>
 
-Image source: [The Angel’s Message](http://lastlabyrinth.net/agm/)
+## Technical Specifications
 
------
+**miscii-14b-0218** is a fine-tuned model based on **Qwen/Qwen2.5-14B-Instruct** ([Qwen Team, 2024](https://qwenlm.github.io/blog/qwen2.5/)).
+It is developed using Arcee’s MergeKit ([Goddard et al. 2024](https://aclanthology.org/2024.emnlp-industry.36/)), employing the Model Stock merge method ([Jang, Yun, and Han 2024](https://arxiv.org/abs/2403.19522)).
+The integration utilized **tempesthenno-ppo-enchanted** as the base model.
 
-This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
-
-## Merge Details
-### Merge Method
-
-This model was merged using the [Model Stock](https://arxiv.org/abs/2403.19522) merge method using /Users/sthenno/models/tempesthenno-ppo-enchanted as a base.
-
-### Models Merged
-
-The following models were included in the merge:
-* /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt40
-* /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt50
-* /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt60
-* /Users/sthenno/models/tempesthenno-sft-0218-ckpt60
-* /Users/sthenno/models/tempesthenno-sft-0218-ckpt80
-
-### Configuration
-
-The following YAML configuration was used to produce this model:
+The configuration parameters for generating **miscii-14b-0218** are documented below:
 
 ```yaml
-name: tempesthenno-ms-0218
+name: miscii-14b-0218
 merge_method: model_stock
-base_model: /Users/sthenno/models/tempesthenno-ppo-enchanted
+base_model: tempesthenno-ppo-enchanted
 tokenizer:
   source: base
 dtype: float32
@@ -157,17 +145,18 @@ parameters:
   normalize: true
   rescale: false
 models:
-  - model: /Users/sthenno/models/tempesthenno-sft-0218-ckpt60
-  - model: /Users/sthenno/models/tempesthenno-sft-0218-ckpt80
-  - model: /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt40
-  - model: /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt50
-  - model: /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt60
-
+  - model: tempesthenno-sft-0218-ckpt60
+  - model: tempesthenno-sft-0218-ckpt80
+  - model: tempesthenno-sft-0218-stage2-ckpt40
+  - model: tempesthenno-sft-0218-stage2-ckpt50
+  - model: tempesthenno-sft-0218-stage2-ckpt60
 ```
 
 ## Citation
 
-Please use the following BibTeX entry to cite this model in your work:
+If you find **miscii-14b-0218** useful for your research and applications, please use the following citation formats:
+
+**BibTeX**
 
 ```bibtex
 @misc{sthenno-com_2025,
@@ -178,4 +167,8 @@ Please use the following BibTeX entry to cite this model in your work:
     doi = {10.57967/hf/4780},
     publisher = {Hugging Face}
 }
-```
+```
+
+**Plain Text**
+
+**Please cite as:** sthenno-com. miscii-14b-0218 (Revision 92a6e4a). Hugging Face, 2025. https://huggingface.co/sthenno-com/miscii-14b-0218.