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Model: fblgit/una-xaberius-34b-v1beta
Source: Original Platform

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README.md

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+---
+license: cc-by-nc-nd-4.0
+library_name: transformers
+tags:
+- UNA
+- juanako
+- cybertron
+- xaberius
+datasets:
+- fblgit/tree-of-knowledge
+- garage-bAInd/Open-Platypus
+- allenai/ultrafeedback_binarized_cleaned
+- Open-Orca/OpenOrca
+model-index:
+- name: una-xaberius-34b-v1beta
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: AI2 Reasoning Challenge (25-Shot)
+      type: ai2_arc
+      config: ARC-Challenge
+      split: test
+      args:
+        num_few_shot: 25
+    metrics:
+    - type: acc_norm
+      value: 70.39
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-xaberius-34b-v1beta
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: HellaSwag (10-Shot)
+      type: hellaswag
+      split: validation
+      args:
+        num_few_shot: 10
+    metrics:
+    - type: acc_norm
+      value: 86.77
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-xaberius-34b-v1beta
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU (5-Shot)
+      type: cais/mmlu
+      config: all
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 78.15
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-xaberius-34b-v1beta
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: TruthfulQA (0-shot)
+      type: truthful_qa
+      config: multiple_choice
+      split: validation
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: mc2
+      value: 61.45
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-xaberius-34b-v1beta
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: Winogrande (5-shot)
+      type: winogrande
+      config: winogrande_xl
+      split: validation
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 84.93
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-xaberius-34b-v1beta
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GSM8k (5-shot)
+      type: gsm8k
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 63.38
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fblgit/una-xaberius-34b-v1beta
+      name: Open LLM Leaderboard
+---
+
+# Model Card for una-xaberius-34b-v1-beta (UNA: Uniform Neural Alignment)
+
+**This is another King-Breed from Juanako.AI**
+
+**We have Identified some Problems with regular Quants** [use these models to play with Xaberius-34B and harness its power in full](https://huggingface.co/models?search=xaberius%20lonestriker).
+**Unfortunately we were not able to use any of TheBloke models, seems there is some undesired results out of it.**
+
+
+Introducing THE MODEL: **XABERIUS 34B v1-BETA** an *experimental* 34B LLaMa-Yi-34B based model, best on it's series. Trained on SFT, DPO and UNA (Unified Neural Alignment) on multiple datasets.
+
+Timeline:
+* 05-Dec-2023 **v1-beta released**
+* 08-Dec-2023 **Evaluation been "RUNNING" for 2 days.. no results yet**
+* 09-Dec-2023 **Evaluation been "FINISHED", confirming #1 spot** outperforming the contaminated-disqualified tigerbot :)
+  
+[Results Here](https://huggingface.co/datasets/open-llm-leaderboard/details_fblgit__una-xaberius-34b-v1beta/blob/main/results_2023-12-09T11-16-37.904970.json)
+
+Sidenote: Tests took 19H to run, wonder what happened in the 48H that HF held this one.. interim releasing manually other results??..
+  
+| Model | Average | ARC (25-s) | HellaSwag (10-s) | MMLU (5-s) | TruthfulQA (MC) (0-s) | Winogrande (5-s) | GSM8K (5-s) |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| [fblgit/una-cybertron-7b-v1-fp16](https://huggingface.co/fblgit/una-cybertron-7b-v1-fp16) | **69.49** | **68.43** | **85.85** | 63.34  | **63.28** | **80.90** | **55.12** |
+| [fblgit/una-cybertron-7b-v2-bf16](https://huggingface.co/fblgit/una-cybertron-7b-v2-bf16) | **69.67** | **68.26** | **85.?4** | 63.23  | **64.63** | **81.37** | **55.04** |
+| [fblgit/una-xaberius-34b-v1beta](https://huggingface.co/fblgit/una-xaberius-34b-v1beta) | **74.18** | **70.39** | **86.77** | **78.15**  | **61.45** | **84.93** | **63.38** |
+
+## Evaluations
+
+- Scores **74.21** Outperforming former leader tigerbot-70b-chat and landing on #1 position of HuggingFace LeaderBoard: 08 December 2023.
+- Scores **79.13** in MMLU, setting a new record not just for 34B but also for all OpenSource LLM's :)
+
+SideNote: MMLU was a very solid 79+ .. weird, we'll dive further on this for irregularities :)
+
+## Model Details
+
+Adiestrated with UNA: Uniform Neural Alignment technique (paper going out soon). 
+* What is **NOT** UNA? Its not a merged layers model. Is not SLERP or SLURP or similar.
+* What **is** UNA? A formula & A technique to *TAME* models
+* When will be released the code and paper? When have time, contribute and it'll be faster.
+
+### Model Description
+
+- **Developed by:** [juanako.ai](https://juanako.ai)
+- **Author:** [Xavier M.](xavi@juanako.ai)
+- **Investors** [CONTACT HERE](billing@juanako.ai)
+- **Model type:** LLaMa YI-34B
+- **Funded by Cybertron's H100's** with few hours training.
+
+### Prompt
+The model is very good, works well on almost any prompt but ChatML format and Alpaca System gets the best
+```
+<|im_start|>system
+- You are a helpful assistant chatbot trained by MosaicML.
+- You answer questions.
+- You are excited to be able to help the user, but will refuse to do anything that could be considered harmful to the user.
+- You are more than just an information source, you are also able to write poetry, short stories, and make jokes.<|im_end|>
+<|im_start|>user
+Explain QKV<|im_end|>
+<|im_start|>assistant
+```
+```
+### Assistant: I am StableVicuna, a large language model created by CarperAI. I am here to chat!
+
+### Human: Explain QKV
+### Assistant:
+```
+```
+[Round <|round|>]
+问：Explain QKV
+答：
+```
+```
+[Round <|round|>]
+Question：Explain QKV
+Answer：
+```
+```
+Question：Explain QKV
+Answer：
+```
+
+### Framework versions
+
+- Transformers 4.35.2-UNA
+- Pytorch 2.1.0
+- Datasets 2.14.6
+- Tokenizers 0.14.1
+
+### Citations
+    If you find Xaberius, Cybertron, Juanako or any of our models useful, specially if you use it for your big brand or you cloning/merge/SLERP my modelsm, cite please:
+```
+@misc{unaxaberius34b,
+  title={Xaberius 34B: Uniform Neural Alignment}, 
+  author={Xavier Murias},
+  year={2023},
+  publisher = {HuggingFace},
+  journal = {HuggingFace repository},
+  howpublished = {\url{https://huggingface.co/fblgit/una-xaberius-34b-v1beta}},
+}
+```
+
+**Thanks to LoneStriker for his ExLLama2 models of high quality that works properly.**
+**Enormous Ku2 to Yi-34b Team for the outstanding model, UNA is only as good as its pre-trained model** THANK YOU!
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_fblgit__una-xaberius-34b-v1beta)
+
+|             Metric              |Value|
+|---------------------------------|----:|
+|Avg.                             |74.18|
+|AI2 Reasoning Challenge (25-Shot)|70.39|
+|HellaSwag (10-Shot)              |86.77|
+|MMLU (5-Shot)                    |78.15|
+|TruthfulQA (0-shot)              |61.45|
+|Winogrande (5-shot)              |84.93|
+|GSM8k (5-shot)                   |63.38|
+

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+  "torch_dtype": "float16",
+  "transformers_version": "4.35.2",
+  "use_cache": true,
+  "vocab_size": 64000
+}

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