We are very proud to announce, SuperThoughts, but you can just call it o1 mini 😉
A reasoning ai model based on Phi-4, which is better that QwQ at everything but Ifeval, but at a smaller size, really good at math and answers step by step in multiple languages with any prompt as reasoning is built into the prompt format.
Beats qwen/qwq at MATH & MuSR & GPQA (MuSR being a reasoning benchmark)
Evaluation:
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Unlike previous models we've uploaded, this one is the best one we've published! Answers in two steps: Reasoning -> Final answer like o1 mini and other similar reasoning ai models.
🧀 Which quant is right for you? (all tested!)
Q3: This quant should be used on most high-end devices like rtx 2080TI's, Responses are very high quality, but its slightly slower than Q4. (Runs at ~1 tokens per second or less on a Samsung z fold 5 smartphone.)
Q4: This quant should be used on high-end modern devices like rtx 3080's or any GPU,TPU,CPU that is powerful enough and has at minimum 15gb of available memory, (On servers and high-end computers we personally use it.) reccomened.
Q8: This quant should be used on very high-end modern devices which can handle it's power, it is very powerful but q4 is more well rounded, not recommended.
Detailed results can be found here!
Summarized results can be found here!
Please note, the low IFEVAL results is probably due to it always reasoning, it does have issues with instruction following.
Metric
Value (%)
Average
31.17
IFEval (0-Shot)
5.15
BBH (3-Shot)
52.85
MATH Lvl 5 (4-Shot)
40.79
GPQA (0-shot)
19.02
MuSR (0-shot)
21.79
MMLU-PRO (5-shot)
47.43
Format
the model uses this prompt format: (modified phi-4 prompt)
{{ if .System }}<|system|>
{{ .System }}<|im_end|>
{{ end }}{{ if .Prompt }}<|user|>
{{ .Prompt }}<|im_end|>
{{ end }}<|assistant|>{{ .CoT }}<|CoT|>
{{ .Response }}<|FinalAnswer|><|im_end|>
It is recommended to use a system prompt like this one:
You are a helpful ai assistant. Make sure to put your finalanswer at the end.
🧀 Examples:
(q4_k_m, 10GB rtx 3080, 64GB memory, running inside of MSTY, all use "You are a friendly ai assistant." as the System prompt.)
example 1:
example1
example 2:
2
example 3:
example2
example 4:
example1part1.png
example1part2.png
All generated locally and pretty quickly too!
🧀 Information
⚠️ A low temperature must be used to ensure it won't fail at reasoning. we use 0.3 - 0.8!
⚠️ Due to the current prompt format, it may sometimes put <|FinalAnswer|> without providing a final answer at the end, you can ignore this or modify the prompt format.
this is out flagship model, with top-tier reasoning, rivaling gemini-flash-exp-2.0-thinking and o1 mini. results are overall similar to both of them, and it even beats QwQ at certain benchmarks.
