161 lines
4.7 KiB
Markdown
161 lines
4.7 KiB
Markdown
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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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- dvilasuero/DistilabelBeagle14-7B
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- teknium/OpenHermes-2.5-Mistral-7B
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model-index:
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- name: DistilabelCerberus-7B-slerp
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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: 68.17
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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=Stopwolf/DistilabelCerberus-7B-slerp
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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: 86.78
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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=Stopwolf/DistilabelCerberus-7B-slerp
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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: 64.2
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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=Stopwolf/DistilabelCerberus-7B-slerp
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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: 60.93
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Stopwolf/DistilabelCerberus-7B-slerp
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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: 79.48
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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=Stopwolf/DistilabelCerberus-7B-slerp
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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: 69.83
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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=Stopwolf/DistilabelCerberus-7B-slerp
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name: Open LLM Leaderboard
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---
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# DistilabelCerberus-7B-slerp
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DistilabelCerberus-7B-slerp is a merge of the following models using [mergekit](https://github.com/cg123/mergekit):
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* [dvilasuero/DistilabelBeagle14-7B](https://huggingface.co/dvilasuero/DistilabelBeagle14-7B)
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* [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B)
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## 🧩 Configuration
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```yaml
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slices:
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- sources:
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- model: dvilasuero/DistilabelBeagle14-7B
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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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merge_method: slerp
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base_model: teknium/OpenHermes-2.5-Mistral-7B
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parameters:
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t:
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- filter: self_attn
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value: [0, 0.5, 0.3, 0.7, 1]
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- filter: mlp
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value: [1, 0.5, 0.7, 0.3, 0]
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- value: 0.5
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dtype: bfloat16
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```
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## Results
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| | ARC-C | Hellaswag | ThruthfulQA | Winogrande | GSM8K | | |
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|-----------------------------|-------|-----------|-------------|------------|-------|---|---|
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| OpenHermes-2.5-Mistral-7B | 61.26 | 65.22 | 52.24 | 78.06 | 26.08 | | |
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| DistilabelBeagle14-7B | ? | ? | 71.66 | ? | ? | | |
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| DistilabelCerberus-7B-slerp | 65.44 | 69.29 | 60.93 | 79.48 | 69.82 | | |
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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_Stopwolf__DistilabelCerberus-7B-slerp)
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| Metric |Value|
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|---------------------------------|----:|
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|Avg. |71.56|
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|AI2 Reasoning Challenge (25-Shot)|68.17|
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|HellaSwag (10-Shot) |86.78|
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|MMLU (5-Shot) |64.20|
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|TruthfulQA (0-shot) |60.93|
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|Winogrande (5-shot) |79.48|
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|GSM8k (5-shot) |69.83|
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