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### Checklist Before Starting - [x] Search for similar PR(s). ### What does this PR do? 1. Fix the error that `metric` is not added when `n == 1`. 2. Remove `std@1`. 3. Add assertation for doing initial validation but `val_metrics` is empty. ### Additional Info. - **Issue Number**: none - **Training**: none - **Inference**: none ### Checklist Before Submitting - [x] Read the [Contribute Guide](https://github.com/volcengine/verl?tab=readme-ov-file#contribution-guide). - [x] Apply [pre-commit checks](https://github.com/volcengine/verl?tab=readme-ov-file#code-linting-and-formatting). - [x] Add `[BREAKING]` to the PR title if it breaks any API. - [x] Update the documentation about your changes in the [docs](https://github.com/volcengine/verl/tree/main/docs). - [x] Add CI test(s) if necessary.