SamChat/README.md

license, tags, base_model, model-index

license	tags	base_model	model-index
apache-2.0	merge mergekit mistral Intel/neural-chat-7b-v3-3 cognitivecomputations/samantha-mistral-7b	Intel/neural-chat-7b-v3-3 cognitivecomputations/samantha-mistral-7b	name results SamChat 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 62.2 normalized accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fhai50032/SamChat 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 81.88 normalized accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fhai50032/SamChat 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 59.7 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fhai50032/SamChat 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 52.89 url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fhai50032/SamChat 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 72.14 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fhai50032/SamChat 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 41.24 accuracy url name https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=fhai50032/SamChat Open LLM Leaderboard

SamChat

SamChat is a merge of the following models

• Intel/neural-chat-7b-v3-3
• cognitivecomputations/samantha-mistral-7b

🧩 Configuration

models:
  - model: macadeliccc/WestLake-7B-v2-laser-truthy-dpo
# no params for base model
  - model: Intel/neural-chat-7b-v3-3
    parameters:
      weight: 0.55
      density: 0.46
  - model: cognitivecomputations/samantha-mistral-7b
    parameters:
      weight: 0.64
      density: 0.55
merge_method: dare_ties
base_model: macadeliccc/WestLake-7B-v2-laser-truthy-dpo
parameters:
  normalize: true
  int8_mask: true
dtype: float16

💻 Usage

!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "fhai50032/SamChat"
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.	61.68
AI2 Reasoning Challenge (25-Shot)	62.20
HellaSwag (10-Shot)	81.88
MMLU (5-Shot)	59.70
TruthfulQA (0-shot)	52.89
Winogrande (5-shot)	72.14
GSM8k (5-shot)	41.24