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---
library_name: transformers
license: llama3.2
language:
- en
base_model:
- meta-llama/Llama-3.2-1B-Instruct
pipeline_tag: text-generation
tags:
- code
- math
- cot
- conversational
- moe
- Superthoughts
---
## ⚠️THIS MODEL IS EXPERIMENTAL!!
After more than two months since the release of superthoughts lite v1, we finally release the new version. **v2**
Unlike the first generation of superthoughts lite, this model is a MoE (Mixture of experts), of 4 special fine-tuned experts based off of llama-3.2-1B models.
# Information
- In GGUF Q8_0, the model runs at ~8 tokens per second on a Snapdragon 8 Gen 2 with 12GB of ram, which is faster than Pinkstack/PARM-V2-QwQ-Qwen-2.5-o1-3B-GGUF (which runs at ~5 tokens a second).
- The chat expert was fine tuned on 23 different languages for 2 epochs, but the model should still only be used for english-to-english generation.
- This model has a total of 3.91B parameters, and 2 experts are active with each token. There is an expert for math, code, general conversations and medical situations.
- To enable proper reasoning, set this as the system prompt:
```
You are Superthoughts lite v2 by Pinkstack, which thinks before answering user questions. always respond in the following format:\n<think>\n(Your thinking process\n</think>\n(Your final output).
```
⚠️ Due to the nature of an experimental model, it may fall into reasoning loops; users are responsible for all outputs from this model.
This experimental model is more of a proof-of-concept. It fully works and it has some pretty nice performance, for having less than 2 billion parameters activated per token. |