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README.md
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@@ -167,6 +167,8 @@ You can easily use [FlexEval](https://github.com/sbintuitions/flexeval) (version
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to evaluate the JamC-QA score by simply replacing `commonsense_qa` with `jamcqa` in the
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[Quickstart](https://github.com/sbintuitions/flexeval?tab=readme-ov-file#quick-start) guide.
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```python
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flexeval_lm \
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--language_model HuggingFaceLM \
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[greedy search](https://huggingface.co/docs/transformers/generation_strategies#greedy-search).
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# Citation Information
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```
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@inproceedings{Oka2025,
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to evaluate the JamC-QA score by simply replacing `commonsense_qa` with `jamcqa` in the
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[Quickstart](https://github.com/sbintuitions/flexeval?tab=readme-ov-file#quick-start) guide.
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### Run Command
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```python
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flexeval_lm \
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--language_model HuggingFaceLM \
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[greedy search](https://huggingface.co/docs/transformers/generation_strategies#greedy-search).
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### Output
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The expected output is as follows:
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```
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2025-09-03 15:48:24.633 | INFO | flexeval.core.evaluate_generation:evaluate_generation:92 - {'exact_match': 0.2368990905153746, 'finish_reason_ratio-stop': 1.0, 'avg_output_length': 6.94283239497618, 'max_output_length': 93, 'min_output_length': 2}
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2025-09-03 15:48:24.666 | INFO | flexeval.scripts.flexeval_lm:main:191 - Elapsed time: 247.23 sec
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2025-09-03 15:48:24.670 | INFO | flexeval.core.result_recorder.local_recorder:record_metrics:84 - Saved the metrics to results/jamcqa/metrics.json
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2025-09-03 15:48:24.724 | INFO | flexeval.core.result_recorder.local_recorder:record_model_outputs:95 - Saved the outputs to results/jamcqa/outputs.jsonl
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2025-09-03 15:48:24.896 | INFO | flexeval.core.language_model.hf_lm:cleanup_resources:557 - Cleaning up CUDA resources...
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```
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# Citation Information
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```
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@inproceedings{Oka2025,
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