West-Dare-7B/README.md

license, tags, base_model, model-index

license	tags	base_model	model-index
apache-2.0	merge mergekit lazymergekit senseable/Westlake-7B abideen/DareVox-7B	senseable/Westlake-7B abideen/DareVox-7B	name results West-Dare-7B 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 71.42 normalized accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/West-Dare-7B 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 87.57 normalized accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/West-Dare-7B 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 64.29 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/West-Dare-7B 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 66.25 url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/West-Dare-7B 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 84.53 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/West-Dare-7B 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 67.85 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/West-Dare-7B Open LLM Leaderboard

West-Dare-7B

West-Dare-7B is a merge of the following models using LazyMergekit:

• senseable/Westlake-7B
• abideen/DareVox-7B

🧩 Configuration

models:
  - model: mistralai/Mistral-7B-v0.1
    # no parameters necessary for base model
    models:
  - model: senseable/Westlake-7B
    parameters:
      density: 0.5
      weight: 0.5
  - model: abideen/DareVox-7B
    parameters:
      density: 0.5
      weight: 0.3
merge_method: ties
base_model: mistralai/Mistral-7B-v0.1
parameters:
  normalize: true
dtype: float16

💻 Usage

!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "jsfs11/West-Dare-7B"
messages = [{"role": "user", "content": "What is a large language model?"}]

tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    torch_dtype=torch.float16,
    device_map="auto",
)

outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric	Value
Avg.	73.65
AI2 Reasoning Challenge (25-Shot)	71.42
HellaSwag (10-Shot)	87.57
MMLU (5-Shot)	64.29
TruthfulQA (0-shot)	66.25
Winogrande (5-shot)	84.53
GSM8k (5-shot)	67.85