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| # Evaluations | ||
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| | Dataset and Evaluation | Evaluation Metrics |Colab | Python Script | | ||
| |------------------------------|--------------------|------|-----------------------------------------------------------| | ||
| | RAG over ARAGOG dataset | [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) | | ||
| | RAG over SQuAD dataset | [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) | | ||
| | Extractive QA over SQuAD dataset | [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) | | ||
| | 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) | | ||
| | Extractive QA | 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> | [evaluation_squad_extractive_qa.py](evaluation_squad_extractive_qa.py) | | ||
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