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--- |
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license: mit |
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library_name: transformers |
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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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- rhysjones/phi-2-orange-v2 |
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- Weyaxi/Einstein-v4-phi2 |
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model-index: |
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- name: L-MChat-Small |
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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: 61.6 |
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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=Artples/L-MChat-Small |
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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: 75.9 |
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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=Artples/L-MChat-Small |
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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: 57.41 |
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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=Artples/L-MChat-Small |
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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: 49.94 |
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source: |
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url: https://huggingface.co./spaces/HuggingFaceH4/open_llm_leaderboard?query=Artples/L-MChat-Small |
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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: 74.98 |
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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=Artples/L-MChat-Small |
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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: 58.98 |
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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=Artples/L-MChat-Small |
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name: Open LLM Leaderboard |
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--- |
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## L-MChat-Small |
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<div style="text-align:center;width:250px;height:250px;"> |
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<img src="https://priority.cdn.leunos.com/logo-l-mchat-rs.png" alt="L-MChat-Series-Logo""> |
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</div> |
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This was a test of mine how small merges perform, because there are a lot of 7b merges and higher but not a lot of 2b merges. |
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### Merge Method |
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This model was merged using the SLERP merge method. |
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### Models Merged |
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The following models were included in the merge: |
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* [rhysjones/phi-2-orange-v2](https://huggingface.co./rhysjones/phi-2-orange-v2) |
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* [Weyaxi/Einstein-v4-phi2](https://huggingface.co./Weyaxi/Einstein-v4-phi2) |
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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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slices: |
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- sources: |
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- model: Weyaxi/Einstein-v4-phi2 |
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layer_range: |
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- 0 |
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- 32 |
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- model: rhysjones/phi-2-orange-v2 |
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layer_range: |
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- 0 |
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- 32 |
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merge_method: slerp |
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base_model: rhysjones/phi-2-orange-v2 |
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parameters: |
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t: |
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- filter: self_attn |
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value: |
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- 0 |
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- 0.5 |
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- 0.3 |
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- 0.7 |
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- 1 |
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- filter: mlp |
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value: |
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- 1 |
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- 0.5 |
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- 0.7 |
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- 0.3 |
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- 0 |
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- value: 0.5 |
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dtype: bfloat16 |
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``` |
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## Usage |
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Use it with the ChatML format, you can also use the Inference-API for this Model. |
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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_Artples__L-MChat-Small) |
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| Metric |Value| |
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|---------------------------------|----:| |
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|Avg. |63.14| |
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|AI2 Reasoning Challenge (25-Shot)|61.60| |
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|HellaSwag (10-Shot) |75.90| |
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|MMLU (5-Shot) |57.41| |
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|TruthfulQA (0-shot) |49.94| |
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|Winogrande (5-shot) |74.98| |
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|GSM8k (5-shot) |58.98| |
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