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--- |
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license: other |
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tags: |
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- merge |
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- mergekit |
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- lazymergekit |
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base_model: |
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- NousResearch/Meta-Llama-3-8B-Instruct |
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- mlabonne/OrpoLlama-3-8B |
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- cognitivecomputations/dolphin-2.9-llama3-8b |
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- Danielbrdz/Barcenas-Llama3-8b-ORPO |
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- VAGOsolutions/Llama-3-SauerkrautLM-8b-Instruct |
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- vicgalle/Configurable-Llama-3-8B-v0.3 |
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- MaziyarPanahi/Llama-3-8B-Instruct-DPO-v0.3 |
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model-index: |
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- name: ChimeraLlama-3-8B-v3 |
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results: |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: IFEval (0-Shot) |
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type: HuggingFaceH4/ifeval |
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args: |
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num_few_shot: 0 |
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metrics: |
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- type: inst_level_strict_acc and prompt_level_strict_acc |
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value: 44.08 |
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name: strict accuracy |
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source: |
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url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=mlabonne/ChimeraLlama-3-8B-v3 |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: BBH (3-Shot) |
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type: BBH |
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args: |
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num_few_shot: 3 |
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metrics: |
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- type: acc_norm |
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value: 27.65 |
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name: normalized accuracy |
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source: |
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url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=mlabonne/ChimeraLlama-3-8B-v3 |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: MATH Lvl 5 (4-Shot) |
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type: hendrycks/competition_math |
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args: |
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num_few_shot: 4 |
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metrics: |
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- type: exact_match |
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value: 7.85 |
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name: exact match |
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source: |
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url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=mlabonne/ChimeraLlama-3-8B-v3 |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: GPQA (0-shot) |
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type: Idavidrein/gpqa |
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args: |
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num_few_shot: 0 |
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metrics: |
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- type: acc_norm |
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value: 5.59 |
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name: acc_norm |
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source: |
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url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=mlabonne/ChimeraLlama-3-8B-v3 |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: MuSR (0-shot) |
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type: TAUR-Lab/MuSR |
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args: |
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num_few_shot: 0 |
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metrics: |
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- type: acc_norm |
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value: 8.38 |
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name: acc_norm |
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source: |
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url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=mlabonne/ChimeraLlama-3-8B-v3 |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: MMLU-PRO (5-shot) |
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type: TIGER-Lab/MMLU-Pro |
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config: main |
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split: test |
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args: |
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num_few_shot: 5 |
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metrics: |
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- type: acc |
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value: 29.65 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=mlabonne/ChimeraLlama-3-8B-v3 |
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name: Open LLM Leaderboard |
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|
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--- |
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[![QuantFactory Banner](https://lh7-rt.googleusercontent.com/docsz/AD_4nXeiuCm7c8lEwEJuRey9kiVZsRn2W-b4pWlu3-X534V3YmVuVc2ZL-NXg2RkzSOOS2JXGHutDuyyNAUtdJI65jGTo8jT9Y99tMi4H4MqL44Uc5QKG77B0d6-JfIkZHFaUA71-RtjyYZWVIhqsNZcx8-OMaA?key=xt3VSDoCbmTY7o-cwwOFwQ)](https://hf.co/QuantFactory) |
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# QuantFactory/ChimeraLlama-3-8B-v3-GGUF |
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This is quantized version of [mlabonne/ChimeraLlama-3-8B-v3](https://huggingface.co/mlabonne/ChimeraLlama-3-8B-v3) created using llama.cpp |
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# Original Model Card |
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# ChimeraLlama-3-8B-v3 |
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ChimeraLlama-3-8B-v3 is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
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* [NousResearch/Meta-Llama-3-8B-Instruct](https://huggingface.co/NousResearch/Meta-Llama-3-8B-Instruct) |
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* [mlabonne/OrpoLlama-3-8B](https://huggingface.co/mlabonne/OrpoLlama-3-8B) |
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* [cognitivecomputations/dolphin-2.9-llama3-8b](https://huggingface.co/cognitivecomputations/dolphin-2.9-llama3-8b) |
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* [Danielbrdz/Barcenas-Llama3-8b-ORPO](https://huggingface.co/Danielbrdz/Barcenas-Llama3-8b-ORPO) |
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* [VAGOsolutions/Llama-3-SauerkrautLM-8b-Instruct](https://huggingface.co/VAGOsolutions/Llama-3-SauerkrautLM-8b-Instruct) |
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* [vicgalle/Configurable-Llama-3-8B-v0.3](https://huggingface.co/vicgalle/Configurable-Llama-3-8B-v0.3) |
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* [MaziyarPanahi/Llama-3-8B-Instruct-DPO-v0.3](https://huggingface.co/MaziyarPanahi/Llama-3-8B-Instruct-DPO-v0.3) |
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## 🧩 Configuration |
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```yaml |
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models: |
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- model: NousResearch/Meta-Llama-3-8B |
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# No parameters necessary for base model |
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- model: NousResearch/Meta-Llama-3-8B-Instruct |
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parameters: |
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density: 0.6 |
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weight: 0.5 |
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- model: mlabonne/OrpoLlama-3-8B |
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parameters: |
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density: 0.55 |
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weight: 0.05 |
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- model: cognitivecomputations/dolphin-2.9-llama3-8b |
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parameters: |
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density: 0.55 |
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weight: 0.05 |
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- model: Danielbrdz/Barcenas-Llama3-8b-ORPO |
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parameters: |
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density: 0.55 |
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weight: 0.2 |
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- model: VAGOsolutions/Llama-3-SauerkrautLM-8b-Instruct |
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parameters: |
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density: 0.55 |
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weight: 0.1 |
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- model: vicgalle/Configurable-Llama-3-8B-v0.3 |
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parameters: |
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density: 0.55 |
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weight: 0.05 |
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- model: MaziyarPanahi/Llama-3-8B-Instruct-DPO-v0.3 |
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parameters: |
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density: 0.55 |
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weight: 0.05 |
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merge_method: dare_ties |
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base_model: NousResearch/Meta-Llama-3-8B |
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parameters: |
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int8_mask: true |
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dtype: float16 |
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``` |
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## 💻 Usage |
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```python |
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!pip install -qU transformers accelerate |
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from transformers import AutoTokenizer |
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import transformers |
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import torch |
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model = "mlabonne/ChimeraLlama-3-8B-v3" |
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messages = [{"role": "user", "content": "What is a large language model?"}] |
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tokenizer = AutoTokenizer.from_pretrained(model) |
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
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pipeline = transformers.pipeline( |
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"text-generation", |
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model=model, |
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torch_dtype=torch.float16, |
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device_map="auto", |
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) |
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95) |
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print(outputs[0]["generated_text"]) |
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``` |
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) |
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_mlabonne__ChimeraLlama-3-8B-v3) |
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| Metric |Value| |
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|-------------------|----:| |
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|Avg. |20.53| |
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|IFEval (0-Shot) |44.08| |
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|BBH (3-Shot) |27.65| |
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|MATH Lvl 5 (4-Shot)| 7.85| |
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|GPQA (0-shot) | 5.59| |
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|MuSR (0-shot) | 8.38| |
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|MMLU-PRO (5-shot) |29.65| |
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