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@@ -63,7 +63,7 @@ match_result = f1_match(reference_answer, candidate_answer, threshold=0.5)
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  print("F1 Match: ", match_result)
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  ```
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- #### CFMatch
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  ```python
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  from qa_metrics.cfm import CFMatcher
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@@ -76,13 +76,13 @@ print("Score: %s; bert Match: %s" % (scores, match_result))
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  If you find this repo avialable, please cite our paper:
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  ```bibtex
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- @misc{li2024cfmatch,
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- title={CFMatch: Aligning Automated Answer Equivalence Evaluation with Expert Judgments For Open-Domain Question Answering},
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- author={Zongxia Li and Ishani Mondal and Yijun Liang and Huy Nghiem and Jordan Boyd-Graber},
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- year={2024},
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- eprint={2401.13170},
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- archivePrefix={arXiv},
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- primaryClass={cs.CL}
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  }
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  ```
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  print("F1 Match: ", match_result)
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  ```
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+ #### PANDA
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  ```python
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  from qa_metrics.cfm import CFMatcher
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  If you find this repo avialable, please cite our paper:
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  ```bibtex
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+ @misc{li2024panda,
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+ title={PANDA (Pedantic ANswer-correctness Determination and Adjudication):Improving Automatic Evaluation for Question Answering and Text Generation},
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+ author={Zongxia Li and Ishani Mondal and Yijun Liang and Huy Nghiem and Jordan Lee Boyd-Graber},
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+ year={2024},
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+ eprint={2402.11161},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL}
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  }
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  ```
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