lmstudio-community/Qwen2-Math-7B-Instruct-GGUF

💫 Community Model> Qwen2 Math 7B Instruct by Qwen

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Model creator: Qwen
Original model: Qwen2-Math-7B-Instruct
GGUF quantization: provided by bartowski based on llama.cpp release b3509

Model Summary:

Qwen2-Math is a brand new release from the Qwen team, iterating on their previous incredible success of Qwen 2 models!
These models are state of the art for their size in math and reasoning, and should be great for solving complex multi-step logic problems.
At 7B parameters, this model crushes other 7B math tunes, as well as MoE coding models. It even trades blows with Llama 3.1 70B, an incredible feat for its size.

Prompt Template:

Choose the ChatML preset in your LM Studio. Under the hood, the model will see a prompt that's formatted like so:

<|im_start|>system
{system_prompt}<|im_end|>
<|im_start|>user
{prompt}<|im_end|>
<|im_start|>assistant

Technical Details

These models are trained on a meticulously designed math specific corpus containing "large-scale high-quality" mathematical web texts, books, codes, exam questions, and additional data synthesized by Qwen2.

The instruct is then created using a math-specific reward model based on the Qwen2-Math-72B base model, and tuned through SFT, and Group Relative Policy Optimization (GRPO).

For more details, check their blog post here

Special thanks

🙏 Special thanks to Georgi Gerganov and the whole team working on llama.cpp for making all of this possible.

🙏 Special thanks to Kalomaze and Dampf for their work on the dataset (linked here) that was used for calculating the imatrix for all sizes.

Disclaimers

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