├── .github ├── ISSUE_TEMPLATE │ └── bug_report.md └── workflows │ └── check_tests.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CODEOWNERS ├── LICENSE ├── MANIFEST.in ├── README.md ├── assets └── imgs │ └── logo.png.png ├── docs ├── eng │ ├── 01-quick-start.md │ ├── 02-advanced-backend-usages.md │ ├── 03-advanced-test-time-usages.md │ ├── 04-advanced-llm-as-jidge-usage.md │ ├── 05-do-eval-with-benchhub.md │ ├── 06-args-explanation.md │ ├── 07-contribution-guide.md │ ├── 08-hret-api-guide.md │ ├── 09-dataset-development-guide.md │ └── 10-vision-language-model-support.md └── kor │ ├── 01-quick-start.md │ ├── 02-advanced-backend-usages.md │ ├── 03-advanced-test-time-usages.md │ ├── 04-advanced-llm-as-judge-usages.md │ ├── 05-do-eval-with-benchhub.md │ ├── 06-args-explanation.md │ ├── 07-contribution-guide.md │ ├── 08-hret-api-guide.md │ ├── 09-dataset-development-guide.md │ └── 10-vision-language-model-support.md ├── examples ├── aime2025_config.yaml ├── evaluator_config.yaml ├── hret_config.yaml ├── hret_examples.py └── mlops_integration_example.py ├── llm_eval ├── __init__.py ├── analysis.py ├── datasets │ ├── __init__.py │ ├── aime2025.py │ ├── base.py │ ├── benchhub.py │ ├── click.py │ ├── dataset_loader.py │ ├── haerae.py │ ├── hrc.py │ ├── hrm8k.py │ ├── k2_eval.py │ ├── kbl.py │ ├── kmmlu.py │ ├── kormedqa.py │ └── kudge.py ├── evaluation │ ├── __init__.py │ ├── base.py │ ├── llm_judge.py │ ├── log_prob.py │ ├── math_eval.py │ ├── partial_match.py │ └── string_match.py ├── evaluator.py ├── hret.py ├── internal │ └── benchhub_info.py ├── models │ ├── __init__.py │ ├── base.py │ ├── huggingface_backend.py │ ├── huggingface_judge.py │ ├── huggingface_reward.py │ ├── litellm_backend.py │ ├── litellm_judge.py │ ├── multi.py │ ├── openai_backend.py │ ├── openai_judge.py │ └── vllm_backend.py ├── runner.py ├── scaling_methods │ ├── __init__.py │ ├── base.py │ ├── beam_search.py │ ├── best_of_n.py │ └── self_consistency.py ├── test │ ├── __init__.py │ ├── test_datasets.py │ ├── test_evaluations.py │ ├── test_evaluator_config.py │ ├── test_generic_file_dataset.py │ └── test_scaling.py └── utils │ ├── __init__.py │ ├── logging.py │ ├── metrics.py │ ├── prompt_template.py │ └── util.py ├── pyproject.toml ├── requirements.txt ├── setup.py └── test_vqa_standalone.py /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HAE-RAE/haerae-evaluation-toolkit/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/workflows/check_tests.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HAE-RAE/haerae-evaluation-toolkit/HEAD/.github/workflows/check_tests.yml -------------------------------------------------------------------------------- /.gitignore: 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