---
title: "More Cookbooks"
description: "Use Phoenix Evals to evaluate your application for faithfulness, toxicity, relevance of retrieved documents, and more."
---

## Classification Eval Walkthroughs

<CardGroup cols={2}>
  <Card
    title="Hallucination Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_hallucination_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Hallucination classification example"/>
  <Card
    title="Toxicity Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_toxicity_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Toxicity classification example"/>
  <Card
    title="Summarization Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_summarization_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Summarization quality example"/>
  <Card
    title="User Frustration Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_user_frustration_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="User frustration detection example"/>
  <Card
    title="Question-Answering Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_QA_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="QA classification example"/>
  <Card
    title="Agent Tool Selection Evals"
    href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate_agent_tool_selection_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Tool-selection classification example"/>
  <Card
    title="Tool Parameter Extraction Evals"
    href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate_agent_parameter_extraction_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Parameter extraction example"/>
  <Card
    title="Agent Tool Calling Evals"
    href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/main/tutorials/evals/evaluate_agent_tool_calling_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Tool-calling classification example"/>
  <Card
    title="Reference Link Correctness Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_reference_link_correctness_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Reference correctness example"/>
  <Card
    title="Ground Truth vs AI Evals"
    href="https://colab.research.google.com/github/Arize-ai/tutorials/blob/main/python/cookbooks/phoenix_evals_examples/evaluate_human_vs_ai_classifications.ipynb"
    icon="clipboard-check"
    horizontal description="Human vs AI comparison"/>
  <Card
    title="Multilingual Text2Cypher Evaluation"
    href="https://colab.research.google.com/github/Arize-ai/phoenix/blob/docs/tutorials/evals/multilingual_text2cypher_evals.ipynb"
    icon="clipboard-check"
    horizontal description="Multilingual Text2Cypher example"/>
</CardGroup>
