| | ---
|
| | base_model:
|
| | - Qwen/Qwen2.5-Math-7B
|
| | - Qwen/Qwen2.5-7B-Instruct
|
| | - Qwen/Qwen2.5-7B
|
| | library_name: transformers
|
| | tags:
|
| | - mergekit
|
| | - merge
|
| | language:
|
| | - zho
|
| | - eng
|
| | - fra
|
| | - spa
|
| | - por
|
| | - deu
|
| | - ita
|
| | - rus
|
| | - jpn
|
| | - kor
|
| | - vie
|
| | - tha
|
| | - ara
|
| | ---
|
| | # Qwen2.5-7B-Instruct-Math-task-arithmetic
|
| |
|
| | This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
|
| |
|
| | ## Performance
|
| | | Metric |Value|
|
| | |---------------------------------|----:|
|
| | |GSM8k (zero-shot) |91.35|
|
| | |HellaSwag (zero-Shot) |80.01|
|
| | |MBPP (zero-shot) |61.01|
|
| |
|
| | ## Merge Details
|
| | ### Merge Method
|
| |
|
| | This model was merged using the [Task Arithmetic](https://arxiv.org/abs/2212.04089) merge method using [Qwen/Qwen2.5-7B](https://huggingface.co/Qwen/Qwen2.5-7B) as a base.
|
| |
|
| | ### Models Merged
|
| |
|
| | The following models were included in the merge:
|
| | * [Qwen/Qwen2.5-Math-7B](https://huggingface.co/Qwen/Qwen2.5-Math-7B)
|
| | * [Qwen/Qwen2.5-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-7B-Instruct)
|
| |
|
| | ### Configuration
|
| |
|
| | The following YAML configuration was used to produce this model:
|
| |
|
| | ```yaml
|
| | base_model: Qwen/Qwen2.5-7B
|
| | dtype: bfloat16
|
| | merge_method: task_arithmetic
|
| | parameters:
|
| | lambda: 0.7870041304118442
|
| | normalize: 1.0
|
| | slices:
|
| | - sources:
|
| | - layer_range: [0, 28]
|
| | model: Qwen/Qwen2.5-7B
|
| | - layer_range: [0, 28]
|
| | model: Qwen/Qwen2.5-Math-7B
|
| | parameters:
|
| | weight: 0.11841208483160265
|
| | - layer_range: [0, 28]
|
| | model: Qwen/Qwen2.5-7B-Instruct
|
| | parameters:
|
| | weight: 0.7783861791140264
|
| | ```
|
| |
|
