Create README.md

README.md

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+---
+base_model: simplescaling/s1.1-32B
+pipeline_tag: text-generation
+inference: true
+language:
+- en
+license: apache-2.0
+model_creator: simplescaling
+model_name: s1.1-32B
+model_type: qwen2
+datasets:
+  - simplescaling/s1K
+quantized_by: brittlewis12
+
+---
+
+# s1.1 32B GGUF
+
+**Original model**: [s1.1 32B](https://huggingface.co/simplescaling/s1.1-32B)
+
+**Model creator**: [simplescaling](https://huggingface.co/simplescaling)
+
+> s1.1 is our sucessor of s1 with better reasoning performance by leveraging reasoning traces from r1 instead of Gemini.
+
+> s1 is a reasoning model finetuned from Qwen2.5-32B-Instruct on just 1,000 examples. It matches o1-preview & exhibits test-time scaling via budget forcing.
+
+This repo contains GGUF format model files for simplescaling’s s1.1 32B, an open reproduction of OpenAI’s o1-preview including model, source code, and data (see [s1K](https://huggingface.co/datasets/simplescaling/s1K)).
+
+Learn more on simplescaling’s [s1 github repo](https://github.com/simplescaling/s1), [arxiv preprint](https://arxiv.org/abs/2501.19393), and on [twitter](https://twitter.com/Muennighoff/status/1889310803746246694).
+
+### What is GGUF?
+
+GGUF is a file format for representing AI models. It is the third version of the format, 
+introduced by the llama.cpp team on August 21st 2023. It is a replacement for GGML, which is no longer supported by llama.cpp. 
+Converted with llama.cpp build 4689 (revision [90e4dba](https://github.com/ggerganov/llama.cpp/commits/90e4dba461b07e635fd1daf3b491c978c7dd0013)),
+using [autogguf-rs](https://github.com/brittlewis12/autogguf-rs).
+
+### Prompt template: ChatML
+
+```
+<|im_start|>system
+{{system_message}}<|im_end|>
+<|im_start|>user
+{{prompt}}<|im_end|>
+<|im_start|>assistant
+
+```
+
+---
+
+## Download & run with [cnvrs](https://twitter.com/cnvrsai) on iPhone, iPad, and Mac!
+
+![cnvrs.ai](https://pbs.twimg.com/profile_images/1744049151241797632/0mIP-P9e_400x400.jpg)
+
+[cnvrs](https://testflight.apple.com/join/sFWReS7K) is the best app for private, local AI on your device:
+- create & save **Characters** with custom system prompts & temperature settings
+- download and experiment with any **GGUF model** you can [find on HuggingFace](https://huggingface.co/models?library=gguf)!
+    * or, use an API key with the chat completions-compatible model provider of your choice -- ChatGPT, Claude, Gemini, DeepSeek, & more!
+- make it your own with custom **Theme colors**
+- powered by Metal ⚡️ & [Llama.cpp](https://github.com/ggerganov/llama.cpp), with **haptics** during response streaming!
+- **try it out** yourself today, on [Testflight](https://testflight.apple.com/join/sFWReS7K)!
+- follow [cnvrs on twitter](https://twitter.com/cnvrsai) to stay up to date
+
+---
+
+## Original Model Evaluation
+
+> Note that s1-32B and s1.1-32B use budget forcing in this table; specifically ignoring end-of-thinking and appending "Wait" once or twice.
+
+| Metric | s1-32B | s1.1-32B | o1-preview | o1 | DeepSeek-R1 | DeepSeek-R1-Distill-Qwen-32B |
+|---|---|---|---|---|---|---|
+| # examples | 1K | 1K | ? | ? | >800K | 800K |
+| AIME2024 | 56.7 | 56.7 | 40.0 | 74.4 | 79.8 | 72.6 |
+| AIME2025 I | 26.7 | 60.0 | 37.5 | ? | 65.0 | 46.1 |
+| MATH500 | 93.0 | 95.4 | 81.4 | 94.8 | 97.3 | 94.3 |
+| GPQA-Diamond | 59.6 | 63.6 | 75.2 | 77.3 | 71.5 | 62.1 |
+