### What this PR does / why we need it?
1. Provide accuracy test report for development branch release.
2. Models and datasets for accuracy test：
| Model | datasets |
|---------------------------- | --------------------------- |
| Qwen2.5-7B-Instruct | ceval-val, gsm8k, mmlu |
| Qwen3-8B | ceval-val, gsm8k, mmlu |
| Llama-3.1-8B-Instruct | ceval-val, gsm8k, mmlu |
| Qwen2.5-VL-7B-Instruct | mmmu_val |
### Does this PR introduce _any_ user-facing change?
This PR will display the accuracy test report of the release versionin
docs/source/developer_guide/accuracy_report。
Qwen2.5-7B-Instruct.md
Qwen3-8B.md
Llama-3.1-8B-Instruct.md
Qwen2.5-VL-7B-Instruct .md
Signed-off-by: hfadzxy <starmoon_zhang@163.com>
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