Update README.md

README.md

@@ -1,7 +1,9 @@
 ---
 language:
 - en
-license: mit
+license: other
+license_name: qwen
+license_link: https://huggingface.co/Qwen/Qwen2.5-72B-Instruct/blob/main/LICENSE
 library_name: transformers
 base_model:
 - Qwen/Qwen2.5-32B-Instruct
@@ -23,7 +25,8 @@ model-index:
       value: 45.03
       name: strict accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -38,7 +41,8 @@ model-index:
       value: 58.07
       name: normalized accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -53,7 +57,8 @@ model-index:
       value: 39.43
       name: exact match
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -68,7 +73,8 @@ model-index:
       value: 20.13
       name: acc_norm
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -83,7 +89,8 @@ model-index:
       value: 24.5
       name: acc_norm
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
       name: Open LLM Leaderboard
   - task:
       type: text-generation
@@ -100,7 +107,8 @@ model-index:
       value: 54.57
       name: accuracy
     source:
-      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
+      url: >-
+        https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=fblgit/TheBeagle-v2beta-32B-MGS
       name: Open LLM Leaderboard
 ---
 
@@ -109,12 +117,17 @@ This model is an experimental version of our latest innovation: `MGS`. Its up to
 We didn't applied our known `UNA` algorithm to the forward pass, but they are entirely compatible and operates in different parts of the neural network and in different ways, tho they both can be seen as a regularization technique.
 ![TheBeagle-v2-MGS](https://huggingface.co/fblgit/TheBeagle-v2beta-32B-MGS/resolve/main/TheBeagle-v2-MGS.png)
 
-`.. In the Loving Memory of my LoLa, coming back to your heart ..`
+## CHANGELOG
+**UPDATE**: 26/Oct
+* Updated `tokenizer_config.json` (from the base_model)
+* Regenerated Quants (being uploaded)
+* Re-submitted Leaderboard Evaluation, MATH & IFeval have relevant updates
+* Aligned LICENSE with `Qwen` terms.
 
 ## MGS
 MGS stands for... Many-Geeks-Searching... and thats it. Hint: `1+1 is 2, and 1+1 is not 3`
 
-We still believe on 1-Epoch should be enough, so we just did 1 Epoch only as usual.
+We still believe on 1-Epoch should be enough, so we just did 1 Epoch only.
 
 ## Dataset
 Used here the first decent (corpora & size) dataset on the hub: `Magpie-Align/Magpie-Pro-300K-Filtered`
@@ -126,10 +139,10 @@ It achieves the following results on the evaluation set:
 
 [All versions available](https://huggingface.co/fblgit/TheBeagle-v2beta-MGS-GGUF/tree/main)
 
-Quantz by bartowski:
-https://huggingface.co/bartowski/TheBeagle-v2beta-32B-MGS-GGUF
+## Licensing terms:
+
+**On top of the Qwen LICENSE, we add an extra term for derivatives to include "Beagle" or "MGS" on the model name, this will help us to track better the study. Thank you**
 
-  
 ## Training
 [<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
 
@@ -176,7 +189,7 @@ The following hyperparameters were used during training:
 | 0.715         | 0.9629 | 798  | 0.5378          |
 
 
-# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) without chat template.
 Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_fblgit__TheBeagle-v2beta-32B-MGS)
 
 |      Metric       |Value|
@@ -192,4 +205,30 @@ Detailed results can be found [here](https://huggingface.co/datasets/open-llm-le
 ## Thanks
 - Qwen Team for their outstanding model
 - MagPie Team for contributing plenty of datasets
-- Cybertron Cloud Compute
+- Cybertron Cloud Compute
+
+# Citations
+```
+@misc{thebeagle-v2,
+  title={TheBeagle v2: MGS}, 
+  author={Xavier Murias},
+  year={2024},
+  publisher = {HuggingFace},
+  journal = {HuggingFace repository},
+  howpublished = {\url{https://huggingface.co/fblgit/TheBeagle-v2beta-32B-MGS}},
+}
+@misc{qwen2.5,
+    title = {Qwen2.5: A Party of Foundation Models},
+    url = {https://qwenlm.github.io/blog/qwen2.5/},
+    author = {Qwen Team},
+    month = {September},
+    year = {2024}
+}
+
+@article{qwen2,
+      title={Qwen2 Technical Report}, 
+      author={An Yang and Baosong Yang and Binyuan Hui and Bo Zheng and Bowen Yu and Chang Zhou and Chengpeng Li and Chengyuan Li and Dayiheng Liu and Fei Huang and Guanting Dong and Haoran Wei and Huan Lin and Jialong Tang and Jialin Wang and Jian Yang and Jianhong Tu and Jianwei Zhang and Jianxin Ma and Jin Xu and Jingren Zhou and Jinze Bai and Jinzheng He and Junyang Lin and Kai Dang and Keming Lu and Keqin Chen and Kexin Yang and Mei Li and Mingfeng Xue and Na Ni and Pei Zhang and Peng Wang and Ru Peng and Rui Men and Ruize Gao and Runji Lin and Shijie Wang and Shuai Bai and Sinan Tan and Tianhang Zhu and Tianhao Li and Tianyu Liu and Wenbin Ge and Xiaodong Deng and Xiaohuan Zhou and Xingzhang Ren and Xinyu Zhang and Xipin Wei and Xuancheng Ren and Yang Fan and Yang Yao and Yichang Zhang and Yu Wan and Yunfei Chu and Yuqiong Liu and Zeyu Cui and Zhenru Zhang and Zhihao Fan},
+      journal={arXiv preprint arXiv:2407.10671},
+      year={2024}
+}
+```