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Merge pull request #2 from deepset-ai/bilgeyucel-patch-1
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Update README.md of evaluations
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davidsbatista committed Jun 6, 2024
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# Evaluations

| Dataset | Architecture | Evaluation Metrics | Colab | Python Script |
|---------|----------------|--------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------|
| ARAGOG | RAG | [ContextRelevance](https://docs.haystack.deepset.ai/docs/contextrelevanceevaluator) , [Faithfulness](https://docs.haystack.deepset.ai/docs/faithfulnessevaluator), [Semantic Answer Similarity](https://docs.haystack.deepset.ai/docs/sasevaluator) | <a href="https://colab.research.google.com/github/deepset-ai/haystack-evaluation/blob/main/evaluations/evaluation_aragog.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | [evaluation_aragog.py](evaluation_aragog.py) |
| SQuAD | RAG | [ContextRelevance](https://docs.haystack.deepset.ai/docs/contextrelevanceevaluator) , [Faithfulness](https://docs.haystack.deepset.ai/docs/faithfulnessevaluator), [Semantic Answer Similarity](https://docs.haystack.deepset.ai/docs/sasevaluator) | <a href="https://colab.research.google.com/github/deepset-ai/haystack-evaluation/blob/main/evaluations/evaluation_aragog.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | [evaluation_squad_rag.py](evaluation_squad_rag.py) |
| SQuAD | Extractive QA | [Answer Exact Match](https://docs.haystack.deepset.ai/docs/answerexactmatchevaluator), [DocumentMRR](https://docs.haystack.deepset.ai/docs/documentmrrevaluator), [DocumentMAP](https://docs.haystack.deepset.ai/docs/documentmapevaluator), [DocumentRecall](https://docs.haystack.deepset.ai/docs/documentrecallevaluator), [Semantic Answer Similarity](https://docs.haystack.deepset.ai/docs/sasevaluator) | <a href="https://colab.research.google.com/github/deepset-ai/haystack-evaluation/blob/main/evaluations/evaluation_aragog.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> | [evaluation_squad_extractive_qa.py](evaluation_squad_extractive_qa.py) |


Name | Dataset | Evaluation Metrics | Colab |
--------------------------------------------------------------------------|---------------|--------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
[RAG Evaluation with ARAGOG](evaluation_aragog.py) | ARAGOG | [ContextRelevance](https://docs.haystack.deepset.ai/docs/contextrelevanceevaluator) , [Faithfulness](https://docs.haystack.deepset.ai/docs/faithfulnessevaluator), [Semantic Answer Similarity](https://docs.haystack.deepset.ai/docs/sasevaluator) | <a href="https://colab.research.google.com/github/deepset-ai/haystack-evaluation/blob/main/evaluations/evaluation_aragog.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
[RAG Evaluation with SQuAD](evaluation_squad_rag.py) | SQuAD | [ContextRelevance](https://docs.haystack.deepset.ai/docs/contextrelevanceevaluator) , [Faithfulness](https://docs.haystack.deepset.ai/docs/faithfulnessevaluator), [Semantic Answer Similarity](https://docs.haystack.deepset.ai/docs/sasevaluator) | <a href="https://colab.research.google.com/github/deepset-ai/haystack-evaluation/blob/main/evaluations/evaluation_aragog.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |
[Extractive QA Evaluation with SQuAD](evaluation_squad_extractive_qa.py) | SQuAD | [Answer Exact Match](https://docs.haystack.deepset.ai/docs/answerexactmatchevaluator), [DocumentMRR](https://docs.haystack.deepset.ai/docs/documentmrrevaluator), [DocumentMAP](https://docs.haystack.deepset.ai/docs/documentmapevaluator), [DocumentRecall](https://docs.haystack.deepset.ai/docs/documentrecallevaluator), [Semantic Answer Similarity](https://docs.haystack.deepset.ai/docs/sasevaluator) | <a href="https://colab.research.google.com/github/deepset-ai/haystack-evaluation/blob/main/evaluations/evaluation_aragog.ipynb" target="_parent"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/></a> |

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