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--- |
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tags: |
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- mergekit |
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- merge |
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base_model: |
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- teknium/OpenHermes-2.5-Mistral-7B |
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- nlpguy/Hermes-low-tune-2 |
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- charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B |
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- openaccess-ai-collective/openhermes-2_5-dpo-no-robots |
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- flemmingmiguel/Mistrality-7B |
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- beowolx/MistralHermes-CodePro-7B-v1 |
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license_name: apache-2.0-mit-dual-license |
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license_link: https://huggingface.co/nlpguy/Hermes-low-tune-3.1/raw/main/LICENSE |
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model-index: |
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- name: Hermes-low-tune-3.1 |
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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: 65.44 |
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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=nlpguy/Hermes-low-tune-3.1 |
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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: 84.6 |
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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=nlpguy/Hermes-low-tune-3.1 |
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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: 64.13 |
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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=nlpguy/Hermes-low-tune-3.1 |
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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: 53.59 |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1 |
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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: 78.61 |
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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=nlpguy/Hermes-low-tune-3.1 |
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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: 63.46 |
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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=nlpguy/Hermes-low-tune-3.1 |
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name: Open LLM Leaderboard |
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--- |
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# merged |
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This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). |
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## Merge Details |
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### Merge Method |
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This model was merged using the [task arithmetic](https://arxiv.org/abs/2212.04089) merge method using [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B) as a base. |
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### Models Merged |
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The following models were included in the merge: |
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* [nlpguy/Hermes-low-tune-2](https://huggingface.co/nlpguy/Hermes-low-tune-2) |
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* [charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B](https://huggingface.co/charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B) |
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* [openaccess-ai-collective/openhermes-2_5-dpo-no-robots](https://huggingface.co/openaccess-ai-collective/openhermes-2_5-dpo-no-robots) |
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* [flemmingmiguel/Mistrality-7B](https://huggingface.co/flemmingmiguel/Mistrality-7B) |
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* [beowolx/MistralHermes-CodePro-7B-v1](https://huggingface.co/beowolx/MistralHermes-CodePro-7B-v1) |
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### Configuration |
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The following YAML configuration was used to produce this model: |
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```yaml |
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base_model: teknium/OpenHermes-2.5-Mistral-7B |
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dtype: bfloat16 |
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merge_method: task_arithmetic |
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slices: |
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- sources: |
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- layer_range: [0, 32] |
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model: teknium/OpenHermes-2.5-Mistral-7B |
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- layer_range: [0, 32] |
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model: nlpguy/Hermes-low-tune-2 |
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parameters: |
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weight: 0.2 |
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- layer_range: [0, 32] |
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model: beowolx/MistralHermes-CodePro-7B-v1 |
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parameters: |
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weight: 0.2 |
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- layer_range: [0, 32] |
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model: flemmingmiguel/Mistrality-7B |
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parameters: |
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weight: 0.2 |
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- layer_range: [0, 32] |
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model: charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B |
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parameters: |
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weight: 0.2 |
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- layer_range: [0, 32] |
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model: openaccess-ai-collective/openhermes-2_5-dpo-no-robots |
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parameters: |
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weight: 0.2 |
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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_nlpguy__Hermes-low-tune-3.1) |
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| Metric |Value| |
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|---------------------------------|----:| |
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|Avg. |68.31| |
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|AI2 Reasoning Challenge (25-Shot)|65.44| |
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|HellaSwag (10-Shot) |84.60| |
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|MMLU (5-Shot) |64.13| |
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|TruthfulQA (0-shot) |53.59| |
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|Winogrande (5-shot) |78.61| |
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|GSM8k (5-shot) |63.46| |
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