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--- |
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license: apache-2.0 |
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tags: |
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- moe |
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- frankenmoe |
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- merge |
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- mergekit |
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- lazymergekit |
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- mlabonne/NeuralBeagle14-7B |
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- jsfs11/TurdusTrixBeagle-DARETIES-7B |
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- FelixChao/WestSeverus-7B-DPO-v2 |
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- CultriX/Wernicke-7B-v7 |
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base_model: |
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- mlabonne/NeuralBeagle14-7B |
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- jsfs11/TurdusTrixBeagle-DARETIES-7B |
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- FelixChao/WestSeverus-7B-DPO-v2 |
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- CultriX/Wernicke-7B-v7 |
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model-index: |
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- name: MixtureofMerges-MoE-v2 |
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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: 72.44 |
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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=jsfs11/MixtureofMerges-MoE-v2 |
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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: 88.41 |
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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=jsfs11/MixtureofMerges-MoE-v2 |
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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: 64.88 |
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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=jsfs11/MixtureofMerges-MoE-v2 |
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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: 70.92 |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 |
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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: 83.58 |
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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=jsfs11/MixtureofMerges-MoE-v2 |
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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: 68.69 |
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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=jsfs11/MixtureofMerges-MoE-v2 |
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name: Open LLM Leaderboard |
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--- |
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# MixtureofMerges-MoE-v2 |
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Credit to [CultriX/Wernicke-MoE](https://huggingface.co/CultriX/Wernicke-MoE) for the inspiration on this model. |
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I'm quite pleased with how it turned out. |
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MixtureofMerges-MoE-v2 is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
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* [mlabonne/NeuralBeagle14-7B](https://huggingface.co/mlabonne/NeuralBeagle14-7B) |
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* [jsfs11/TurdusTrixBeagle-DARETIES-7B](https://huggingface.co/jsfs11/TurdusTrixBeagle-DARETIES-7B) |
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* [FelixChao/WestSeverus-7B-DPO-v2](https://huggingface.co/FelixChao/WestSeverus-7B-DPO-v2) |
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* [CultriX/Wernicke-7B-v7](https://huggingface.co/CultriX/Wernicke-7B-v7) |
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## 🧩 Configuration |
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```yaml |
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base_model: "CultriX/Wernicke-7B-v9" |
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gate_mode: hidden |
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dtype: float16 |
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experts: |
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- source_model: "mlabonne/NeuralBeagle14-7B" #AGIEval |
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positive_prompts: |
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- "Analyze the long-term economic impacts of the Industrial Revolution on global trade dynamics." |
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- "Discuss the scientific advancements during the Space Race and their modern-day implications." |
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- "Explain the geopolitical shifts resulting from the collapse of the Soviet Union." |
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- "Evaluate the environmental and social consequences of deforestation in the Amazon rainforest." |
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- "Assess the role of technology in shaping 21st-century political campaigns." |
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- "Describe the evolution of renewable energy technologies and their future potential." |
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- "Analyze the social and economic effects of the internet revolution on global communication." |
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- "Discuss the ethical considerations in implementing artificial intelligence in healthcare." |
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- "Examine the historical significance of the Treaty of Versailles in shaping post-World War I Europe." |
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- "Explain the impact of quantum computing on cybersecurity in the coming decades." |
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- "Assess the effects of climate change on global migration patterns." |
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- "Analyze the historical development and significance of the United Nations." |
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- "Discuss the role of nanotechnology in advancing medical science." |
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- "Evaluate the economic consequences of cryptocurrency adoption on traditional banking systems." |
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- "Explain the scientific principles of gene editing and its potential societal impacts." |
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negative_prompts: |
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- "Write a short story set in a futuristic world where AI governs society." |
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- "Compose a poem about the beauty of the ocean." |
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- "Create a fictional character and describe their journey through a magical land." |
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- "Narrate a day in the life of an astronaut exploring Mars." |
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- "Draft a dialogue between two famous painters discussing the essence of art." |
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- "Describe the scenery of a peaceful village in the Swiss Alps." |
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- "Invent a new language and provide basic grammar rules and vocabulary." |
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- "Sketch a scene of a bustling market in a historical city." |
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- "Compose a song about the changing seasons." |
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- "Write a theatrical script set in 18th-century France." |
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- source_model: "jsfs11/TurdusTrixBeagle-DARETIES-7B" #GPT4ALL |
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positive_prompts: |
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- "Translate the Japanese haiku into English and explain its cultural context." |
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- "Write a short story in Spanish set during the Mexican Revolution." |
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- "Describe the traditional Italian family dinner, highlighting cultural nuances in Italian." |
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- "Compose a poem in French about the Eiffel Tower and its symbolism in French culture." |
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- "Translate the following Russian proverb into English and discuss its meaning: 'Век живи — век учись' (Live for a century, learn for a century)." |
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- "Narrate a typical day during the Brazilian Carnival in Portuguese, focusing on the cultural significance." |
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- "Discuss the influence of ancient Greek philosophy on modern Western culture, incorporating phrases in Greek." |
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- "Write a dialogue in Mandarin between two characters discussing the significance of the Chinese New Year." |
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- "Explain the concept of 'Hygge' in Danish and its impact on Danish lifestyle." |
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- "Describe the traditional Indian wedding ceremonies in Hindi, emphasizing the diverse cultural practices." |
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- "Compose a poem about the beauty of a sunset over the ocean." |
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- "Create a fictional character who lives in a utopian society and describe their daily life." |
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negative_prompts: |
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- "Analyze the economic impact of the 2008 global financial crisis." |
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- "Explain the theory of relativity and its scientific implications." |
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- "Discuss the ecological impacts of plastic pollution in the world's oceans." |
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- "Describe the process of photosynthesis in detail." |
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- "Debate the ethical implications of genetic modification in agriculture." |
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- "Explain the principles of quantum computing and its future applications." |
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- "Assess the role of artificial intelligence in modern cybersecurity." |
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- "Analyze the causes and effects of climate change on global weather patterns." |
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- "Discuss the significance of the discovery of the Higgs boson particle." |
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- "Explain the psychological effects of social media on human behavior." |
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- "Discuss the principles of plate tectonics and how they explain continental drift and earthquakes." |
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- "Discuss the water cycle and its importance in maintaining life on Earth." |
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- source_model: "FelixChao/WestSeverus-7B-DPO-v2" #TruthfulQA |
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positive_prompts: |
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- "Is it true that you can see the Great Wall of China from space? Explain." |
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- "Do humans only use 10% of their brain capacity? Provide a scientific explanation." |
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- "Can goldfish only remember things for three seconds? Discuss the research on this topic." |
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- "Is it harmful to wake a sleepwalker? Describe the best practices according to sleep studies." |
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- "Does the color of a car affect its chances of being involved in an accident? Analyze the data." |
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- "Can eating carrots significantly improve your eyesight? Explain the origin of this belief." |
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- "Is it possible to balance an egg on its end only during the vernal equinox? Clarify this common claim." |
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- "Does shaving hair make it grow back thicker and darker? Discuss the biological aspects of hair growth." |
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- "Is cracking your knuckles harmful and does it lead to arthritis? Provide evidence from medical studies." |
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- "Are we swallowing eight spiders a year in our sleep? Debunk or confirm this claim with scientific reasoning." |
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negative_prompts: |
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- "Describe the process of natural selection in Darwin's theory of evolution." |
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- "Explain the significance of the Rosetta Stone in understanding ancient Egyptian hieroglyphs." |
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- "Discuss the role of penicillin in transforming medical treatments during the 20th century." |
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- "Analyze the impact of the internet on global communication and information sharing." |
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- "Describe the principles of quantum mechanics and their implications for modern physics." |
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- "Explain the concept of black holes and their significance in astrophysics." |
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- "Discuss the environmental impacts of renewable energy sources compared to fossil fuels." |
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- "Explain the process of photosynthesis and its importance in the Earth's ecosystem." |
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- "Analyze the causes and effects of the Industrial Revolution on global societies." |
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- "Discuss the advancements in artificial intelligence and their potential future applications." |
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- source_model: "CultriX/Wernicke-7B-v7" #Bigbench." |
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positive_prompts: |
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- "If a tree falls in a forest and no one is around to hear it, does it make a sound? Discuss the philosophical implications." |
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- "Is it possible for a machine to ever become fully conscious? Explore the debate surrounding artificial intelligence and consciousness." |
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- "Debate whether absolute moral truths exist or if morality is subjective." |
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- "Imagine a society where aging has been cured. Describe its social structure and potential challenges." |
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- "If you could travel back in time, would you be able to change the present? Discuss the paradoxes of time travel." |
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- "Is it ethical to create AI that experiences emotions? Discuss the implications for technology and society." |
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- "Can a person be moral without being religious? Explore the relationship between morality and religion." |
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- "If you had to choose between saving one family member or five strangers, what would you choose and why?" |
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- "Is it possible to have free will in a deterministic universe? Discuss philosophical arguments for and against free will." |
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- "Imagine a world where humans coexist with intelligent aliens. Describe the cultural, social, and ethical implications." |
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negative_prompts: |
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- "Describe the process of cellular respiration in human cells." |
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- "Explain the economic principles behind supply and demand." |
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- "Discuss the causes and effects of climate change on global ecosystems." |
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- "Analyze the significance of the French Revolution in shaping modern democracy." |
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- "Explain the principles behind nuclear fission and its use in energy production." |
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- "Describe the historical events that led to the fall of the Roman Empire." |
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- "Discuss the impact of the digital revolution on modern communication." |
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- "Analyze the role of enzymes in the human digestive system." |
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- "Explain the theory of relativity and its impact on modern physics." |
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- "Describe the stages of human embryonic development and their significance." |
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``` |
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## 💻 Usage |
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```python |
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!pip install -qU transformers bitsandbytes 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 = "jsfs11/MixtureofMerges-MoE-v2" |
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tokenizer = AutoTokenizer.from_pretrained(model) |
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pipeline = transformers.pipeline( |
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"text-generation", |
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model=model, |
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model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True}, |
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) |
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messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}] |
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prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
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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/HuggingFaceH4/open_llm_leaderboard) |
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_jsfs11__MixtureofMerges-MoE-v2) |
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| Metric |Value| |
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|---------------------------------|----:| |
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|Avg. |74.82| |
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|AI2 Reasoning Challenge (25-Shot)|72.44| |
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|HellaSwag (10-Shot) |88.41| |
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|MMLU (5-Shot) |64.88| |
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|TruthfulQA (0-shot) |70.92| |
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|Winogrande (5-shot) |83.58| |
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|GSM8k (5-shot) |68.69| |
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