Update README.md

README.md

@@ -10,8 +10,6 @@ tags:
 base_model:
 - sthenno-com/miscii-14b-1225
 - sthenno/tempesthenno-ppo-ckpt40
-metrics:
-- accuracy
 model-index:
 - name: miscii-14b-0218
   results:
@@ -28,7 +26,8 @@ model-index:
       value: 76.56
       name: strict accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -43,7 +42,8 @@ model-index:
       value: 50.64
       name: normalized accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -58,7 +58,8 @@ model-index:
       value: 51.44
       name: exact match
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -73,7 +74,8 @@ model-index:
       value: 17.79
       name: acc_norm
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -88,7 +90,8 @@ model-index:
       value: 13.21
       name: acc_norm
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -105,17 +108,23 @@ model-index:
       value: 47.75
       name: accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=sthenno-com/miscii-14b-0218
       name: Open LLM Leaderboard
 ---
 # miscii-14b-0218
 
-> I think there’s a reason I’m a shadow, but she looks like an angel.
+$\text{I think there’s a reason I’m a shadow, but she looks like an angel.}$
+> — *Viyella's Memory*, from *The Angel's Message* by Laur (2018). 
 
-![](banner.png)
+<p align="center">
+  <img src="banner.png" alt="Banner" width="80%" style="border-radius:8px;">
+</p>
 
 Image source: [The Angel’s Message](http://lastlabyrinth.net/agm/)
 
+-----
+
 This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
 
 ## Merge Details
@@ -156,16 +165,18 @@ models:
   - model: /Users/sthenno/models/tempesthenno-sft-0218-stage2-ckpt60
 
 ```
-# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
-Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/sthenno-com__miscii-14b-0218-details)
-
-|      Metric       |Value|
-|-------------------|----:|
-|Avg.               |42.90|
-|IFEval (0-Shot)    |76.56|
-|BBH (3-Shot)       |50.64|
-|MATH Lvl 5 (4-Shot)|51.44|
-|GPQA (0-shot)      |17.79|
-|MuSR (0-shot)      |13.21|
-|MMLU-PRO (5-shot)  |47.75|
 
+## Citation
+
+Please use the following BibTeX entry to cite this model in your work:
+
+```bibtex
+@misc{sthenno-com_2025,
+    author = {{sthenno-com}},
+    title = {miscii-14b-0218 (Revision 92a6e4a)},
+    year = {2025},
+    url = {https://huggingface.co/sthenno-com/miscii-14b-0218},
+    doi = {10.57967/hf/4780},
+    publisher = {Hugging Face}
+}
+```