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1base_model: yam-peleg/Experiment26-7B
2gate_mode: hidden
3dtype: bfloat16
4experts:
5 - source_model: yam-peleg/Experiment26-7B
6 positive_prompts:
7 - "Answer this question from the ARC (Argument Reasoning Comprehension)."
8 - "Use common sense and logical reasoning skills."
9 - "What assumptions does this argument rely on?"
10 - "Are these assumptions valid? Explain."
11 - "Could this be explained in a different way? Provide an alternative explanation."
12 - "Identify any weaknesses in this argument."
13 - "Does this argument contain any logical fallacies? If so, which ones?"
14 - "Generate a few possible continuations to this scenario."
15 - "Demonstrate understanding of everyday commonsense in your response."
16 - "Use contextual clues to determine the most likely outcome."
17 - "Continue this scenario, but make the writing style sound archaic and overly formal."
18 - "This narrative is predictable. Can you introduce an unexpected yet plausible twist?"
19 - "The character is angry. Continue this scenario showcasing a furious outburst."
20 negative_prompts:
21 - "misses key evidence"
22 - "overly general"
23 - "focuses on irrelevant details"
24 - "assumes information not provided"
25 - "relies on stereotypes"
26 - "repetitive phrases"
27 - "overuse of the same words"
28 - "contradicts earlier statements - breaks the internal logic of the scenario"
29 - "out of character dialogue"
30 - "awkward phrasing - sounds unnatural"
31 - "doesn't match the given genre"
32 - source_model: mlabonne/AlphaMonarch-7B
33 positive_prompts:
34 - "Answer this question, demonstrating commonsense understanding and using any relevant general knowledge you may have."
35 - "Provide a concise summary of this passage, then explain why the highlighted section is essential to the main idea."
36 - "Read these two brief articles presenting different viewpoints on the same topic. List their key arguments and highlight where they disagree."
37 - "Paraphrase this statement, changing the emotional tone but keeping the core meaning intact. Example: Rephrase a worried statement in a humorous way"
38 - "Create a short analogy that helps illustrate the main concept of this article."
39 - "Calculate the answer to this math problem"
40 - "My mathematical capabilities are strong, allowing me to handle complex mathematical queries"
41 - "solve for"
42 - "A store sells apples at $0.50 each. If Emily buys 12 apples, how much does she need to pay?"
43 - "Isolate x in the following equation: 2x + 5 = 17"
44 - "Solve this equation and show your working."
45 - "Explain why you used this formula to solve the problem."
46 - "Attempt to divide this number by zero. Explain why this cannot be done."
47 negative_prompts:
48 - "sounds too basic"
49 - "understated"
50 - "dismisses important details"
51 - "avoids the question's nuance"
52 - "takes this statement too literally"
53 - "incorrect"
54 - "inaccurate"
55 - "assumed without proof"
56 - "rushed calculation"
57 - "confuses mathematical concepts"
58 - "draws illogical conclusions"
59 - "circular reasoning"1!pip install -qU transformers bitsandbytes accelerate
2
3from transformers import AutoTokenizer
4import transformers
5import torch
6
7model = "jsfs11/MixtureofMerges-MoE-2x7b-v6"
8
9tokenizer = AutoTokenizer.from_pretrained(model)
10pipeline = transformers.pipeline(
11 "text-generation",
12 model=model,
13 model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
14)
15
16messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
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"])| Metric | Value |
|---|---|
| Avg. | 76.63 |
| AI2 Reasoning Challenge (25-Shot) | 73.38 |
| HellaSwag (10-Shot) | 89.16 |
| MMLU (5-Shot) | 64.53 |
| TruthfulQA (0-shot) | 78.58 |
| Winogrande (5-shot) | 84.77 |
| GSM8k (5-shot) | 69.37 |