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Question about the evaluation metric. #51

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shubhamrgandhi opened this issue Sep 17, 2024 · 1 comment
Open

Question about the evaluation metric. #51

shubhamrgandhi opened this issue Sep 17, 2024 · 1 comment

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@shubhamrgandhi
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Hey, is there any particular reasoning or motivation behind choosing BLEU as your evaluation metric? Was there any particular reason to not use exact match or leverage the fact that you'll be returning function signatures?

@JialeTomTian
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Hi there, thanks for your interest in the project. We use BLEU score with different thresholds to determine the accuracy of the retrieved needle function. (As you can observe in our leaderboard here: https://evalplus.github.io/repoqa.html). When you have a score of 1.0, that is an exact match between the retrieved needle function and the target needle function. Using this approach, the evaluation is more comprehensive than simply checking for an exact match or only the function signature.

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