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| Benchmark | Medorca-2x7b | Orca-2-7b | llama-2-7b | meditron-7b | meditron-70b |
|---|---|---|---|---|---|
| MedMCQA | |||||
| ClosedPubMedQA | |||||
| PubMedQA | |||||
| MedQA | |||||
| MedQA4 | |||||
| MedicationQA | |||||
| MMLU Medical | |||||
| MMLU | 53.3 | 56.37 | |||
| TruthfulQA | 48.04 | 52.45 | |||
| GSM8K | 20.64 | 14.71 | |||
| ARC | 54.1 | 54.1 | |||
| HellaSwag | 76.04 | 76.19 | |||
| Winogrande | 74.51 | 73.48 |
1base_model: microsoft/Orca-2-7b
2gate_mode: hidden
3dtype: bfloat16
4experts:
5 - source_model: epfl-llm/meditron-7b
6 positive_prompts:
7 - "How does sleep affect cardiovascular health?"
8 - "Could a plant-based diet improve arthritis symptoms?"
9 - "A patient comes in with symptoms of dizziness and nausea..."
10 - "When discussing diabetes management, the key factors to consider are..."
11 - "The differential diagnosis for a headache with visual aura could include..."
12 negative_prompts:
13 - "Recommend a good recipe for a vegetarian lasagna."
14 - "Give an overview of the French Revolution."
15 - "Explain how a digital camera captures an image."
16 - "What are the environmental impacts of deforestation?"
17 - "The recent advancements in artificial intelligence have led to developments in..."
18 - "The fundamental concepts in economics include ideas like supply and demand, which explain..."
19 - source_model: microsoft/Orca-2-7b
20 positive_prompts:
21 - "Here is a funny joke for you -"
22 - "When considering the ethical implications of artificial intelligence, one must take into account..."
23 - "In strategic planning, a company must analyze its strengths and weaknesses, which involves..."
24 - "Understanding consumer behavior in marketing requires considering factors like..."
25 - "The debate on climate change solutions hinges on arguments that..."
26 negative_prompts:
27 - "In discussing dietary adjustments for managing hypertension, it's crucial to emphasize..."
28 - "For early detection of melanoma, dermatologists recommend that patients regularly check their skin for..."
29 - "Explaining the importance of vaccination, a healthcare professional should highlight..."1!pip install -qU transformers bitsandbytes accelerate
2
3from transformers import AutoTokenizer
4import transformers
5import torch
6
7model = "Technoculture/Medorca-2x7b"
8
9tokenizer = AutoTokenizer.from_pretrained(model)
10pipeline = transformers.pipeline(
11 "text-generation",
12 model=model,
13 model_kwargs={"torch_dtype": torch.float16},
14)
15
16messages = [{"role": "user", "content": "Why am i feeling so tired this month?"}]
17prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
18outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
19print(outputs[0]["generated_text"])