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Model: sethuiyer/SynthIQ-7b Source: Original Platform
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README.md
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README.md
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---
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language:
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- en
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license: llama2
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library_name: transformers
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tags:
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- mistral
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- merge
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datasets:
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- stingning/ultrachat
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- garage-bAInd/Open-Platypus
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- Open-Orca/OpenOrca
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- TIGER-Lab/MathInstruct
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- OpenAssistant/oasst_top1_2023-08-25
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- teknium/openhermes
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- meta-math/MetaMathQA
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- Open-Orca/SlimOrca
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pipeline_tag: text-generation
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base_model:
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- Weyaxi/OpenHermes-2.5-neural-chat-v3-3-openchat-3.5-1210-Slerp
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- ehartford/dolphin-2.1-mistral-7b
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- Open-Orca/Mistral-7B-OpenOrca
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- bhenrym14/mistral-7b-platypus-fp16
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- ehartford/samantha-1.2-mistral-7b
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- iteknium/CollectiveCognition-v1.1-Mistral-7B
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- HuggingFaceH4/zephyr-7b-alpha
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model-index:
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- name: sethuiyer/SynthIQ-7b
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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: 65.87
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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=sethuiyer/SynthIQ-7b
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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: 85.82
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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=sethuiyer/SynthIQ-7b
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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: 64.75
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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=sethuiyer/SynthIQ-7b
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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: 57
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/SynthIQ-7b
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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: 78.69
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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=sethuiyer/SynthIQ-7b
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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: 64.06
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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=sethuiyer/SynthIQ-7b
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name: Open LLM Leaderboard
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---
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<p align="center">
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<img src="https://codeberg.org/aninokuma/DeydooAssistant/raw/branch/main/logo.webp" height="256px" alt="SynthIQ">
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</p>
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# SynthIQ
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This is SynthIQ, rated **92.23/100** by GPT-4 across varied complex prompts. I used [mergekit](https://github.com/cg123/mergekit) to merge models.
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| Benchmark Name | Score |
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| ---------------- | ----- |
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| ARC | 65.87 |
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| HellaSwag | 85.82 |
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| MMLU | 64.75 |
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| TruthfulQA | 57.00 |
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| Winogrande | 78.69 |
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| GSM8K | 64.06 |
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| AGIEval | 42.67 |
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| GPT4All | 73.71 |
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| Bigbench | 44.59 |
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## Update - 19/01/2024
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Tested to work well with autogen and CrewAI
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GGUF Files
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[Q4_K_M](https://huggingface.co/sethuiyer/SynthIQ_GGUF/blob/main/synthiq.Q4_K_M.gguf) - medium, balanced quality - recommended
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[Q_6_K](https://huggingface.co/sethuiyer/SynthIQ_GGUF/blob/main/synthiq.Q6_K.gguf) - very large, extremely low quality loss
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[Q8_0](https://huggingface.co/sethuiyer/SynthIQ_GGUF/blob/main/synthiq.Q8.gguf) - very large, extremely low quality loss - not recommended
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**Important Update**: SynthIQ is now available on Ollama. You can use it by running the command ```ollama run stuehieyr/synthiq``` in your
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terminal. If you have limited computing resources, check out this [video](https://www.youtube.com/watch?v=Qa1h7ygwQq8) to learn how to run it on
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a Google Colab backend.
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# Yaml Config
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```yaml
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slices:
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- sources:
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- model: Weyaxi/OpenHermes-2.5-neural-chat-v3-3-openchat-3.5-1210-Slerp
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layer_range: [0, 32]
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- model: uukuguy/speechless-mistral-six-in-one-7b
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layer_range: [0, 32]
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merge_method: slerp
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base_model: mistralai/Mistral-7B-v0.1
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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 # fallback for rest of tensors
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tokenizer_source: union
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dtype: bfloat16
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```
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<!-- prompt-template start -->
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## Prompt template: ChatML
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```
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<|im_start|>system
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{system_message}<|im_end|>
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<|im_start|>user
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{prompt}<|im_end|>
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<|im_start|>assistant
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```
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<!-- prompt-template end -->
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License is LLama2 license as uukuguy/speechless-mistral-six-in-one-7b is llama2 license.
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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_sethuiyer__SynthIQ-7b)
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# [Nous Benchmark Evalation Results](https://huggingface.co/spaces/mlabonne/Yet_Another_LLM_Leaderboard)
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Detailed results can be found [here](https://gist.github.com/sethuiyer/f47dee388a4e95d46181c98d37d66a58)
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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_sethuiyer__SynthIQ-7b)
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| Metric |Value|
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|---------------------------------|----:|
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|Avg. |69.37|
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|AI2 Reasoning Challenge (25-Shot)|65.87|
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|HellaSwag (10-Shot) |85.82|
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|MMLU (5-Shot) |64.75|
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|TruthfulQA (0-shot) |57.00|
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|Winogrande (5-shot) |78.69|
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|GSM8k (5-shot) |64.06|
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{
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"<|end_of_turn|>": 32000,
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"<|pad_0|>": 32001
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}
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config.json
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config.json
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{
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"_name_or_path": "mistralai/Mistral-7B-v0.1",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.36.2",
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"use_cache": true,
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"vocab_size": 32002
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}
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model-00001-of-00002.safetensors
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size 9942998080
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special_tokens_map.json
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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91140
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tokenizer.json
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tokenizer.model
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tokenizer_config.json
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tokenizer_config.json
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{
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"add_bos_token": true,
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"add_eos_token": false,
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"0": {
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"content": "<s>",
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"32000": {
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"content": "<|end_of_turn|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": false
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"content": "<|pad_0|>",
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": false
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}
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},
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"additional_special_tokens": [],
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"bos_token": "<s>",
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"chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"legacy": true,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": null,
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"sp_model_kwargs": {},
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"spaces_between_special_tokens": false,
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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