feat: Add AnswerRecallSingleHitEvaluator
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Pull Request Test Coverage Report for Build 8363291949Details
💛 - Coveralls |
| ["10th century", "the first half of the 10th century", "10th", "10th"], | ||
| ], | ||
| ) | ||
| assert result == {"scores": [1.0, 1.0, 0.5, 1.0, 0.75, 1.0], "average": 0.875} |
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For the SingleHit metric we assume that there is only one correct output. Only for MultiHit we allow multiple correct outputs. This makes more sense for documents and retrieval. If it is enough to retrieve a single relevant document per query from your database and you want to evaluate retrieval, the SingleHit metric is used. Following our naming that would be DocumentRecallSingleHitEvaluator. If there is more than one relevant document and they should all be retrieved, the MultiHit metric is used.
This was referenced Mar 21, 2024
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Closing in favor of #7399. |
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Related Issues
Part of #6064.
Proposed Changes:
Add
AnswerRecallSingleHitEvaluatorComponent. It can ben used to calculate Recall single-hit metric.How did you test it?
I added tests.
Notes for the reviewer
I didn't add the component in the package
__init__.pyon purpose to avoid conflicts with future PRs.When all the evaluators are done I'll update it.
Checklist
fix:,feat:,build:,chore:,ci:,docs:,style:,refactor:,perf:,test:.