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Model: nlpguy/Hermes-low-tune-3.1 Source: Original Platform
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README.md
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README.md
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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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