Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1/README.md

license, library_name, tags, base_model, model-index

license	library_name	tags	base_model	model-index
cc-by-4.0	transformers	mergekit merge	teknium/OpenHermes-2.5-Mistral-7B NeverSleep/Noromaid-7B-0.4-DPO mistralai/Mistral-7B-v0.1 Open-Orca/Mistral-7B-OpenOrca cognitivecomputations/samantha-1.1-westlake-7b	name results Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 task dataset metrics source type name text-generation Text Generation name type config split args AI2 Reasoning Challenge (25-Shot) ai2_arc ARC-Challenge test num_few_shot 25 type value name acc_norm 65.87 normalized accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 Open LLM Leaderboard task dataset metrics source type name text-generation Text Generation name type split args HellaSwag (10-Shot) hellaswag validation num_few_shot 10 type value name acc_norm 85.48 normalized accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 Open LLM Leaderboard task dataset metrics source type name text-generation Text Generation name type config split args MMLU (5-Shot) cais/mmlu all test num_few_shot 5 type value name acc 64.5 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 Open LLM Leaderboard task dataset metrics source type name text-generation Text Generation name type config split args TruthfulQA (0-shot) truthful_qa multiple_choice validation num_few_shot 0 type value mc2 51.92 url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 Open LLM Leaderboard task dataset metrics source type name text-generation Text Generation name type config split args Winogrande (5-shot) winogrande winogrande_xl validation num_few_shot 5 type value name acc 80.35 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 Open LLM Leaderboard task dataset metrics source type name text-generation Text Generation name type config split args GSM8k (5-shot) gsm8k main test num_few_shot 5 type value name acc 58.68 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 Open LLM Leaderboard

Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1

This is a merge of pre-trained language models created using mergekit.

Merge Details

Merge Method

This model was merged using the DARE TIES merge method using mistralai/Mistral-7B-v0.1 as a base.

Models Merged

The following models were included in the merge:

• teknium/OpenHermes-2.5-Mistral-7B
• NeverSleep/Noromaid-7B-0.4-DPO
• Open-Orca/Mistral-7B-OpenOrca
• cognitivecomputations/samantha-1.1-westlake-7b

Configuration

The following YAML configuration was used to produce this model:

models:
  - model: mistralai/Mistral-7B-v0.1
    # No parameters necessary for base model
  - model: cognitivecomputations/samantha-1.1-westlake-7b
    parameters:
      density: 0.59
      weight: 0.15
  - model: NeverSleep/Noromaid-7B-0.4-DPO
    parameters:
      density: 0.59
      weight: 0.3
  - model: teknium/OpenHermes-2.5-Mistral-7B
    parameters:
      density: 0.49
      weight: 0.3
  - model: Open-Orca/Mistral-7B-OpenOrca
    parameters:
      density: 0.49
      weight: 0.25
merge_method: dare_ties
base_model: mistralai/Mistral-7B-v0.1
parameters:
  int8_mask: true
dtype: bfloat16

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric	Value
Avg.	67.80
AI2 Reasoning Challenge (25-Shot)	65.87
HellaSwag (10-Shot)	85.48
MMLU (5-Shot)	64.50
TruthfulQA (0-shot)	51.92
Winogrande (5-shot)	80.35
GSM8k (5-shot)	58.68