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Add CRAG benchmark #88

Merged
merged 20 commits into from
Sep 10, 2024
Merged

Add CRAG benchmark #88

merged 20 commits into from
Sep 10, 2024

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minmin-intel
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@minmin-intel minmin-intel commented Aug 27, 2024

Description

Add Meta CRAG benchmark for Agent QnA system benchmarking

Issues

NA

Type of change

List the type of change like below. Please delete options that are not relevant.

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds new functionality)

Dependencies

CRAG dataset: currently we give instructions in readme for users to download dataset themselves.

Tests

All the commands written in readme have been tested in local system to work.

Also ran the test_ragas.py in tests folder. Below are the results using llama3-70B-instruct as judge.
{'answer_relevancy': 0.4586, 'faithfulness': 1.0000, 'answer_correctness': 0.2400, 'answer_similarity': 0.9598, 'context_precision': 1.0000, 'context_recall': 1.0000}

evals/evaluation/crag_eval/README.md Outdated Show resolved Hide resolved
Signed-off-by: minmin-intel <[email protected]>
@lkk12014402
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LGTM

@lkk12014402 lkk12014402 added this to the v1.0 milestone Sep 10, 2024
@minmin-intel minmin-intel merged commit a9b087f into opea-project:main Sep 10, 2024
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lkk12014402 pushed a commit that referenced this pull request Sep 19, 2024
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3 participants