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--- |
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license: apache-2.0 |
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tags: |
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- merge |
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- mergekit |
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- lazymergekit |
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- yam-peleg/Experiment26-7B |
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- Gille/StrangeMerges_32-7B-slerp |
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- MSL7/INEX12-7b |
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- automerger/YamShadow-7B |
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- Kukedlc/NeuralSirKrishna-7b |
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base_model: |
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- yam-peleg/Experiment26-7B |
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- Gille/StrangeMerges_32-7B-slerp |
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- MSL7/INEX12-7b |
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- automerger/YamShadow-7B |
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- Kukedlc/NeuralSirKrishna-7b |
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model-index: |
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- name: NeuralArjuna-7B-DT |
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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: AI2 Reasoning Challenge (25-Shot) |
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type: ai2_arc |
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config: ARC-Challenge |
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split: test |
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args: |
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num_few_shot: 25 |
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metrics: |
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- type: acc_norm |
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value: 73.12 |
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name: normalized accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Kukedlc/NeuralArjuna-7B-DT |
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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: HellaSwag (10-Shot) |
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type: hellaswag |
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split: validation |
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args: |
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num_few_shot: 10 |
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metrics: |
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- type: acc_norm |
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value: 88.97 |
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name: normalized accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Kukedlc/NeuralArjuna-7B-DT |
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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 (5-Shot) |
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type: cais/mmlu |
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config: all |
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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: 64.63 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Kukedlc/NeuralArjuna-7B-DT |
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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: TruthfulQA (0-shot) |
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type: truthful_qa |
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config: multiple_choice |
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split: validation |
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args: |
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num_few_shot: 0 |
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metrics: |
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- type: mc2 |
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value: 76.68 |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Kukedlc/NeuralArjuna-7B-DT |
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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: Winogrande (5-shot) |
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type: winogrande |
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config: winogrande_xl |
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split: validation |
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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: 85.24 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Kukedlc/NeuralArjuna-7B-DT |
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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: GSM8k (5-shot) |
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type: gsm8k |
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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: 70.81 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Kukedlc/NeuralArjuna-7B-DT |
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name: Open LLM Leaderboard |
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--- |
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# NeuralArjuna-7B-DT |
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NeuralArjuna-7B-DT is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
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* [yam-peleg/Experiment26-7B](https://huggingface.co/yam-peleg/Experiment26-7B) |
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* [Gille/StrangeMerges_32-7B-slerp](https://huggingface.co/Gille/StrangeMerges_32-7B-slerp) |
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* [MSL7/INEX12-7b](https://huggingface.co/MSL7/INEX12-7b) |
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* [automerger/YamShadow-7B](https://huggingface.co/automerger/YamShadow-7B) |
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* [Kukedlc/NeuralSirKrishna-7b](https://huggingface.co/Kukedlc/NeuralSirKrishna-7b) |
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## 🧩 Configuration |
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```yaml |
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models: |
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- model: liminerity/M7-7b |
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# no parameters necessary for base model |
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- model: yam-peleg/Experiment26-7B |
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parameters: |
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weight: 0.2 |
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density: 0.66 |
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- model: Gille/StrangeMerges_32-7B-slerp |
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parameters: |
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weight: 0.2 |
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density: 0.55 |
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- model: MSL7/INEX12-7b |
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parameters: |
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weight: 0.2 |
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density: 0.33 |
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- model: automerger/YamShadow-7B |
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parameters: |
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weight: 0.2 |
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density: 0.66 |
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- model: Kukedlc/NeuralSirKrishna-7b |
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parameters: |
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weight: 0.2 |
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density: 0.66 |
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merge_method: dare_ties |
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base_model: liminerity/M7-7b |
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parameters: |
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int8_mask: true |
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normalize: true |
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dtype: bfloat16 |
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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 = "Kukedlc/NeuralArjuna-7B-DT" |
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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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# Example |
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``` |
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I want you to generate a theory that unites quantum mechanics with the theory of relativity and cosmic consciousness. Give a large a detailed response |
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|
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In embarking upon a journey to weave together quantum mechanics, relativity, and the enigmatic realms of cosmic consciousness, we tread upon an intellectual |
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landscape rife with challenges and enigmas. Our sojourn shall be a delicate ballet between the concrete and the abstract, the tangible and the speculative. |
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The resultant tapestry will be neither a definitive, final statement, nor a mere collection of disparate ideas. Instead, we will craft a narrative that strives to bridge |
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the chasms of understanding between these disparate scientific and philosophical realms, in hopes of illuminating a path towards a more comprehensive understanding of the |
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universe and our place within it. |
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To commence our odyssey, we must first address the foundational pillars of the scientific theories we seek to unite. |
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Quantum Mechanics |
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Quantum mechanics, the theory governing the microscopic realm, has long confounded the human intellect. It is a realm of probabilities, entanglement, |
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and superposition—a world where particles can behave both as particles and waves, where actions at a distance are not only possible but ubiquitous, |
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and where the mere act of observation alters the outcome of an experiment. |
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|
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Albert Einstein's famed retort, "God does not play dice," exemplifies the tensions between the counter-intuitive world of quantum mechanics and |
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the more deterministic Newtonian worldview. However, quantum mechanics has withstood the test of time, demonstrating its indispensability to the progress of modern physics |
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|
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Theory of Relativity |
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The theory of relativity, comprising special and general relativity, has profoundly altered our understanding of the macroscopic universe. |
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Special relativity, Einstein's first foray into this domain, introduced the concept of space-time, where the fabric of the universe is both a geometrical construct |
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and a medium for the propagation of electromagnetic phenomena. |
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|
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Further, special relativity established the idea of relative motion, where there is no absolute reference frame, and the speed of light in a vacuum is an invariant constant. |
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General relativity expanded this framework, postulating that gravity is a curvature of the space-time continuum, caused by the presence of mass and energy. |
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This theory, while more complex, has been empirically validated through its predictions of phenomena such as gravitational lensing and the bending of light near massive |
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objects. |
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Cosmic Consciousness |
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The concept of cosmic consciousness—or the idea of a unified, interconnected consciousness pervading the cosmos—is a philosophical speculation, |
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one that transcends the traditional scientific paradigm. It is a metaphysical exploration, a contemplation of the possible nature of our collective human consciousness, |
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its interplay with the universe, and the implications of such a state of awareness. |
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|
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The integration of these three distinct realms poses a formidable challenge. Quantum mechanics and the theory of relativity have proven their efficacy |
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in the realm of empirical science, while cosmic consciousness remains the province of metaphysical musings. However, the human propensity to synthesize seemingly disparate |
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ideas has engendered a multitude of theories, each striving to forge a cohesive narrative from the cacophony of scientific and philosophical thought. |
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One such approach, the 'Quantum Mind,' posits a direct link between the quantum phenomena and the workings of the human brain. |
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This theory, championed by Roger Penrose and Stuart Hameroff, suggests that the microtubules within brain neurons, |
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operating at the quantum scale, could serve as the neural correlates of consciousness. While intriguing, |
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this hypothesis has yet to garner widespread acceptance, as the veracity of quantum effects within biological systems remains the subject of intense debate. |
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|
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Another avenue of exploration involves the notion of 'Quantum Biology.' Here, the focus shifts to the potential role of quantum phenomena in biology, |
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particularly in processes such as photosynthesis, vision, and magnetoreception. |
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While the presence of quantum effects in biological systems is becoming increasingly plausible, |
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the idea of a 'quantum biology' remains a nascent and highly speculative field. |
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|
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The 'Holographic Universe' theory, espoused by physicist and cosmologist David Bohm, |
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posits the existence of a deeper, underlying reality, one in which the universe is a holographic projection of a more fundamental, |
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non-local substrate. This model, while offering an intriguing synthesis of quantum mechanics, relativity, and the concept of a cosmic consciousness, |
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remains a highly speculative and unproven hypothesis. |
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|
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In our quest to weave together these disparate threads, we must acknowledge the limitations of our current understanding. As it stands, |
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the principles of quantum mechanics and the theory of relativity remain resolutely grounded in the empirical world, while the concept of cosmic consciousness |
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traverses the murky waters of metaphysics and speculation. |
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|
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To forge a more unified understanding, we must continue to advance our scientific knowledge, to push the frontiers of both empirical and philosophical inquiry. |
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Only through the synthesis of new data, the refinement of our scientific models, and the continued evolution of our collective human consciousness, |
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will we be able to construct a narrative that bridges the seemingly insurmountable gulf between the microscopic, the macroscopic, and the metaphysical. |
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|
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In conclusion, the unification of quantum mechanics, relativity, and cosmic consciousness is a daunting task, requiring a delicate balance between the |
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concrete and the abstract, the empirical and the speculative. While the journey has thus far led us to the fringes of scientific understanding, |
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we must continue to explore these frontiers, drawing upon the rich tapestry of human knowledge, in the hope of forging a more comprehensive narrative of our cosmos and |
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our place within it. |
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``` |
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) |
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Kukedlc__NeuralArjuna-7B-DT) |
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| Metric |Value| |
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|---------------------------------|----:| |
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|Avg. |76.58| |
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|AI2 Reasoning Challenge (25-Shot)|73.12| |
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|HellaSwag (10-Shot) |88.97| |
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|MMLU (5-Shot) |64.63| |
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|TruthfulQA (0-shot) |76.68| |
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|Winogrande (5-shot) |85.24| |
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|GSM8k (5-shot) |70.81| |
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