|
--- |
|
dataset_info: |
|
features: |
|
- name: ID |
|
dtype: string |
|
- name: Type |
|
dtype: string |
|
- name: Education_Level |
|
dtype: string |
|
- name: Grade |
|
dtype: string |
|
- name: Question |
|
dtype: string |
|
- name: Answer |
|
dtype: string |
|
- name: Explanation |
|
dtype: string |
|
- name: Difficulty_Level |
|
dtype: string |
|
- name: Categories |
|
dtype: string |
|
- name: Source |
|
dtype: string |
|
splits: |
|
- name: Elementary |
|
num_bytes: 85608 |
|
num_examples: 332 |
|
- name: Middle |
|
num_bytes: 1001357 |
|
num_examples: 1108 |
|
- name: High |
|
num_bytes: 154761 |
|
num_examples: 426 |
|
download_size: 550840 |
|
dataset_size: 1241726 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: Elementary |
|
path: data/Elementary-* |
|
- split: Middle |
|
path: data/Middle-* |
|
- split: High |
|
path: data/High-* |
|
license: apache-2.0 |
|
--- |
|
|
|
# Model Performance Overview |
|
|
|
## Base Models |
|
|
|
| Model Name | Parameters | Inference Accuracy | Fine-tune Accuracy |Notes | |
|
| ------------ | ---------- | ------------------ | ------------------ |--------------------------------------------------------------- | |
|
| Qwen 2.5 7B | 7B | 64.68 | 68.7 |[Model Link](https://huggingface.co/DHMATH/Qwen_2.5-Math-v3) | | |
|
| Mistral v0.3 | 7B | 30.44 | - | - | | |
|
|
|
## Math-Specialized Models |
|
|
|
| Model Name | Parameters | Inference Accuracy | Notes | |
|
| ------------- | ---------- | ------------------ | --------------------------------------------------------------- | |
|
| Qwen2.5-Math | 7B | 54.34 | - | |
|
| Deepseek-Math | 7B | 52.3 | - | |
|
| Mathstral | 7B | 26.37 | - | |
|
| MAmmoTH-Plus | 7B | 43.14 | [Model Link](https://huggingface.co/TIGER-Lab/MAmmoTH2-7B-Plus) | |
|
|
|
## Proprietary Models |
|
|
|
| Model Name | Parameters | Inference Accuracy | |
|
| ---------- | ---------- | ------------------ | |
|
| Gemini Pro | - | 81.03 | |
