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Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines

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[ ] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** Is there an metric to measure the alignment between the Retrieved...

question
module-metrics

[x] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** How can I generate qa samples in parallel or concurrently to access...

question
module-testsetgen

[ ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** A clear and concise description of what the bug is. ValueError Traceback...

bug
module-testsetgen

[ O ] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** The answer_relevance value is coming out negative. ex. -0.001454476865077159 Ragas version:...

bug
module-metrics

[ ] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** When using the TestsetGenerator from the ragas.testset module, I am encountering...

bug
question
module-testsetgen

**Describe the Feature** LlamaIndex and Langchain wrapped models are available for evaluation, Langchain contains a wrapper for vLLM but it is not the most up-to-date and has some issues. So...

enhancement

[X] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** I am unable to create test data set, using Ollama models , it...

bug
module-testsetgen

- [x] I have checked the [documentation](https://docs.ragas.io/) and related resources and couldn't resolve my bug. **Describe the bug** If multiple tool calls match the reference call, the returned score can...

bug
module-metrics

[x] I checked the [documentation](https://docs.ragas.io/) and related resources and couldn't find an answer to my question. **Your Question** In my project I aim to use both Factual Correctness and Answer...

question

I will be using context recall as an example as my team has been having issues with parsing errors. it seems that local models (here Gemma3 4b) react difrent to...

bug
module-metrics